v1.0.alpha7
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
DataFrame
NO COMPARISON TARGET
107357
ROWS
0
DUPLICATES
72.1 MB
RAM
48
FEATURES
4
CATEGORICAL
42
NUMERICAL
2
TEXT
WAR
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
1,245
(1%)
MAX
14.1
95%
3.7
Q3
0.5
AVG
0.5
MEDIAN
0.0
Q1
-0.1
5%
-0.6
MIN
-4.0
RANGE
18.1
IQR
0.640
STD
1.43
VAR
2.04
KURT.
8.61
SKEW
2.64
SUM
52,160
1
name_common
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
19,071
(18%)
41
0%
-
-
Bob Miller
40
0%
-
-
Dick Schofield
40
0%
-
-
Sandy Alomar
40
0%
-
-
Dave Roberts
40
0%
-
-
Frank Thomas
37
0%
-
-
Bob Johnson
34
0%
-
-
George Burns
107,085
99%
-
-
(Other)
2
age
VALUES:
107,206
(99%)
MISSING:
151
(0%)
DISTINCT:
41
(0%)
MAX
58.0
95%
36.0
Q3
30.0
AVG
27.7
MEDIAN
27.0
Q1
25.0
5%
21.0
MIN
15.0
RANGE
43.0
IQR
5.00
STD
4.37
VAR
19.1
KURT.
0.303
SKEW
0.573
SUM
3.0M
3
mlb_ID
VALUES:
107,309
(99%)
MISSING:
48
(0%)
DISTINCT:
19,662
(18%)
MAX
678k
95%
524k
Q3
124k
AVG
188k
MEDIAN
120k
Q1
115k
5%
111k
MIN
110k
RANGE
568k
IQR
9,453
STD
146k
VAR
21.3B
KURT.
1.58
SKEW
1.79
SUM
20.1B
4
player_ID
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
19,689
(18%)
31
0%
-
-
mcguide01
29
0%
-
-
henderi01
29
0%
-
-
newsobo01
28
0%
-
-
kaatji01
28
0%
-
-
johnto01
27
0%
-
-
baineha01
27
0%
-
-
ansonca01
107,158
99%
-
-
(Other)
5
year_ID
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
149
(0%)
MAX
2,019
95%
2,016
Q3
2,000
MEDIAN
1,976
AVG
1,967
Q1
1,936
5%
1,891
MIN
1,871
RANGE
148
IQR
64.0
STD
39.5
VAR
1,563
KURT.
-0.812
SKEW
-0.570
SUM
211.1M
6
team_ID
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
101
(0%)
7
stint_ID
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
5
(0%)
8
lg_ID
VALUES:
106,620
(99%)
MISSING:
737
(1%)
DISTINCT:
6
(0%)
9
PA
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
767
(1%)
MAX
778
95%
619
Q3
254
AVG
157
MEDIAN
53
Q1
4
5%
0
MIN
0
RANGE
778
IQR
250
STD
207
VAR
42,865
KURT.
0.287
SKEW
1.28
SUM
16.9M
10
G
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
166
(0%)
MAX
165
95%
148
Q3
80
AVG
48
MEDIAN
31
Q1
6
5%
0
MIN
0
RANGE
165
IQR
74.0
STD
48.9
VAR
2,387
KURT.
-0.502
SKEW
0.904
SUM
5.2M
11
Inn
VALUES:
71,100
(66%)
MISSING:
36,257
(34%)
DISTINCT:
5,574
(5%)
MAX
1,490
95%
1,266
Q3
470
AVG
321
MEDIAN
118
Q1
35
5%
4
MIN
0
RANGE
1,490
IQR
435
STD
409
VAR
167k
KURT.
0.518
SKEW
1.37
SUM
22.8M
12
runs_bat
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
7,052
(7%)
MAX
116
95%
16
Q3
0
MEDIAN
-1
AVG
-1
Q1
-4
5%
-13
MIN
-64
RANGE
180
IQR
4.44
STD
9.48
VAR
89.8
KURT.
13.4
SKEW
2.33
SUM
-91,256
13
runs_br
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
1,422
(1%)
MAX
18.6
95%
1.6
Q3
0.1
AVG
0.0
MEDIAN
0.0
Q1
-0.2
5%
-1.6
MIN
-8.2
RANGE
26.8
IQR
0.290
STD
1.12
VAR
1.24
KURT.
19.5
SKEW
2.12
SUM
33.5
14
runs_dp
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
871
(1%)
MAX
6.7
95%
0.9
Q3
0.0
MEDIAN
0.0
AVG
-0.0
Q1
0.0
5%
-0.9
MIN
-6.2
RANGE
12.9
IQR
0.00
STD
0.617
VAR
0.380
KURT.
11.7
SKEW
-0.018
SUM
-43.2
15
runs_field
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
502
(0%)
MAX
37.0
95%
6.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-5.0
MIN
-32.3
RANGE
69.3
IQR
0.00
STD
3.63
VAR
13.2
KURT.
11.4
SKEW
0.748
SUM
1,787
16
runs_infield
VALUES:
71,100
(66%)
MISSING:
36,257
(34%)
DISTINCT:
17
(0%)
MAX
9.0
95%
1.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-1.0
MIN
-7.0
RANGE
16.0
IQR
0.00
STD
0.547
VAR
0.300
KURT.
26.9
SKEW
0.622
SUM
169
17
runs_outfield
VALUES:
71,100
(66%)
MISSING:
36,257
(34%)
DISTINCT:
28
(0%)
MAX
17.0
95%
1.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-1.0
MIN
-12.0
RANGE
29.0
IQR
0.00
STD
0.992
VAR
0.984
KURT.
29.7
SKEW
1.06
SUM
59.0
18
runs_catcher
VALUES:
71,100
(66%)
MISSING:
36,257
(34%)
DISTINCT:
43
(0%)
MAX
27.0
95%
0.0
Q3
0.0
MEDIAN
0.0
AVG
-0.0
Q1
0.0
5%
0.0
MIN
-20.0
RANGE
47.0
IQR
0.00
STD
1.08
VAR
1.16
KURT.
87.9
SKEW
2.25
SUM
-85.0
19
runs_good_plays
VALUES:
24,108
(22%)
MISSING:
83,249
(78%)
DISTINCT:
20
(0%)
MAX
10.0
95%
1.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
-1.0
MIN
-10.0
RANGE
20.0
IQR
0.00
STD
0.975
VAR
0.951
KURT.
14.0
SKEW
0.430
SUM
23.0
20
runs_defense
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
541
(1%)
MAX
40.0
95%
6.4
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
-0.2
5%
-6.0
MIN
-43.0
RANGE
83.0
IQR
0.200
STD
4.02
VAR
16.1
KURT.
10.8
SKEW
0.745
SUM
1,953
21
runs_position
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
2,249
(2%)
MAX
10.9
95%
4.6
Q3
0.2
MEDIAN
0.0
AVG
-0.0
Q1
-0.1
5%
-5.3
MIN
-16.2
RANGE
27.1
IQR
0.260
STD
2.70
VAR
7.29
KURT.
3.92
SKEW
-0.128
SUM
-17.4
22
runs_position_p
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
1,449
(1%)
MAX
21.9
95%
7.2
Q3
0.2
AVG
0.9
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
21.9
IQR
0.190
STD
2.39
VAR
5.72
KURT.
8.84
SKEW
3.02
SUM
100k
23
runs_replacement
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
2,613
(2%)
MAX
26.8
95%
20.6
Q3
8.4
AVG
4.9
MEDIAN
0.5
Q1
0.0
5%
0.0
MIN
-0.1
RANGE
26.9
IQR
8.37
STD
7.12
VAR
50.7
KURT.
0.394
SKEW
1.32
SUM
530k
24
runs_above_rep
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
1,246
(1%)
MAX
147
95%
35
Q3
4
AVG
5
MEDIAN
0
Q1
-1
5%
-6
MIN
-44
RANGE
191
IQR
5.30
STD
13.8
VAR
190
KURT.
9.80
SKEW
2.80
SUM
541k
25
runs_above_avg
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
1,185
(1%)
MAX
122
95%
17
Q3
1
AVG
0
MEDIAN
-0
Q1
-3
5%
-13
MIN
-63
RANGE
185
IQR
3.50
STD
9.96
VAR
99.2
KURT.
13.3
SKEW
2.32
SUM
10,770
26
runs_above_avg_off
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
1,075
(1%)
MAX
111
95%
15
Q3
1
AVG
0
MEDIAN
-0
Q1
-3
5%
-11
MIN
-60
RANGE
171
IQR
3.20
STD
8.83
VAR
78.0
KURT.
15.0
SKEW
2.50
SUM
8,809
27
runs_above_avg_def
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
655
(1%)
MAX
48.3
95%
8.3
Q3
0.1
AVG
0.0
MEDIAN
0.0
Q1
-0.6
5%
-7.5
MIN
-50.7
RANGE
99.0
IQR
0.700
STD
4.96
VAR
24.6
KURT.
9.38
SKEW
0.988
SUM
1,764
28
WAA
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
1,181
(1%)
MAX
11.5
95%
1.9
Q3
0.1
AVG
-0.0
MEDIAN
-0.0
Q1
-0.4
5%
-1.4
MIN
-6.0
RANGE
17.6
IQR
0.450
STD
1.05
VAR
1.10
KURT.
11.1
SKEW
2.10
SUM
-436
29
WAA_off
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
1,057
(1%)
MAX
10.4
95%
1.6
Q3
0.1
AVG
0.0
MEDIAN
-0.0
Q1
-0.3
5%
-1.2
MIN
-5.2
RANGE
15.6
IQR
0.410
STD
0.928
VAR
0.861
KURT.
12.2
SKEW
2.24
SUM
12.3
30
WAA_def
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
687
(1%)
MAX
5.3
95%
0.9
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
-0.1
5%
-0.8
MIN
-5.2
RANGE
10.6
IQR
0.110
STD
0.535
VAR
0.286
KURT.
9.01
SKEW
1.02
SUM
2.40
31
WAR_def
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
687
(1%)
MAX
5.3
95%
0.9
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
-0.1
5%
-0.8
MIN
-5.2
RANGE
10.6
IQR
0.110
STD
0.535
VAR
0.286
KURT.
9.01
SKEW
1.02
SUM
2.40
32
WAR_off
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
1,140
(1%)
MAX
12.4
95%
3.5
Q3
0.6
AVG
0.5
MEDIAN
0.0
Q1
-0.1
5%
-0.5
MIN
-3.4
RANGE
15.8
IQR
0.640
STD
1.32
VAR
1.75
KURT.
8.53
SKEW
2.63
SUM
52,608
33
WAR_rep
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
278
(0%)
MAX
2.77
95%
2.07
Q3
0.93
AVG
0.53
MEDIAN
0.10
Q1
0.00
5%
0.00
MIN
-0.01
RANGE
2.78
IQR
0.930
STD
0.720
VAR
0.518
KURT.
0.099
SKEW
1.21
SUM
52,596
34
salary
VALUES:
40,626
(38%)
MISSING:
66,731
(62%)
DISTINCT:
4,130
(4%)
MAX
38.3M
95%
8.2M
Q3
1.3M
AVG
1.6M
MEDIAN
0.4M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
38.3M
IQR
1.2M
STD
3.4M
VAR
11.3T
KURT.
17.8
SKEW
3.75
SUM
66.1B
35
pitcher
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
2
(0%)
36
teamRpG
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
70,974
(66%)
MAX
11.54
95%
5.56
Q3
4.77
AVG
4.51
MEDIAN
4.45
Q1
4.09
5%
3.62
MIN
2.69
RANGE
8.85
IQR
0.689
STD
0.677
VAR
0.459
KURT.
12.3
SKEW
2.25
SUM
449k
37
oppRpG
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
277
(0%)
MAX
10.37
95%
5.47
Q3
4.78
AVG
4.55
MEDIAN
4.50
Q1
4.13
5%
3.67
MIN
3.32
RANGE
7.04
IQR
0.650
STD
0.651
VAR
0.424
KURT.
13.6
SKEW
2.38
SUM
488k
38
oppRpPA_rep
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
273
(0%)
MAX
0.221
95%
0.110
Q3
0.087
AVG
0.082
MEDIAN
0.080
Q1
0.073
5%
0.063
MIN
0.055
RANGE
0.166
IQR
0.014
STD
0.016
VAR
0.00
KURT.
14.2
SKEW
2.67
SUM
8,789
39
oppRpG_rep
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
55,043
(51%)
MAX
10.33
95%
5.45
Q3
4.72
AVG
4.46
MEDIAN
4.42
Q1
4.04
5%
3.56
MIN
3.19
RANGE
7.14
IQR
0.674
STD
0.662
VAR
0.438
KURT.
12.9
SKEW
2.32
SUM
444k
40
pyth_exponent
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
641
(1%)
MAX
2.410
95%
1.984
Q3
1.903
AVG
1.870
MEDIAN
1.868
Q1
1.822
5%
1.761
MIN
1.682
RANGE
0.728
IQR
0.081
STD
0.073
VAR
0.005
KURT.
5.74
SKEW
1.36
SUM
186k
41
pyth_exponent_rep
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
379
(0%)
MAX
2.372
95%
1.979
Q3
1.899
AVG
1.867
MEDIAN
1.866
Q1
1.818
5%
1.756
MIN
1.706
RANGE
0.666
IQR
0.081
STD
0.073
VAR
0.005
KURT.
5.79
SKEW
1.37
SUM
186k
42
waa_win_perc
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
2,063
(2%)
MAX
0.794
95%
0.523
Q3
0.504
MEDIAN
0.498
AVG
0.495
Q1
0.487
5%
0.465
MIN
0.238
RANGE
0.556
IQR
0.017
STD
0.020
VAR
0.00
KURT.
12.1
SKEW
-0.968
SUM
49,323
43
waa_win_perc_off
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
1,855
(2%)
MAX
0.794
95%
0.521
Q3
0.503
MEDIAN
0.498
AVG
0.496
Q1
0.488
5%
0.469
MIN
0.325
RANGE
0.468
IQR
0.015
STD
0.018
VAR
0.00
KURT.
9.32
SKEW
-0.199
SUM
49,392
44
waa_win_perc_def
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
1,166
(1%)
MAX
0.643
95%
0.511
Q3
0.501
MEDIAN
0.500
AVG
0.499
Q1
0.497
5%
0.488
MIN
0.274
RANGE
0.369
IQR
0.003
STD
0.009
VAR
0.00
KURT.
56.9
SKEW
-2.93
SUM
49,719
45
waa_win_perc_rep
VALUES:
99,558
(93%)
MISSING:
7,799
(7%)
DISTINCT:
199
(0%)
MAX
0.500
95%
0.500
Q3
0.496
AVG
0.492
MEDIAN
0.491
Q1
0.487
5%
0.484
MIN
0.480
RANGE
0.020
IQR
0.009
STD
0.005
VAR
0.00
KURT.
-1.12
SKEW
0.148
SUM
48,948
46
OPS_plus
VALUES:
90,521
(84%)
MISSING:
16,836
(16%)
DISTINCT:
77,984
(73%)
MAX
1,250
95%
150
Q3
102
MEDIAN
68
AVG
53
Q1
6
5%
-100
MIN
-100
RANGE
1,350
IQR
95.3
STD
84.0
VAR
7,056
KURT.
8.95
SKEW
0.870
SUM
4.8M
47
TOB_lg
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
52,132
(49%)
MAX
278
95%
206
Q3
83
AVG
52
MEDIAN
17
Q1
1
5%
0
MIN
0
RANGE
278
IQR
81.5
STD
68.8
VAR
4,733
KURT.
0.408
SKEW
1.31
SUM
5.6M
48
TB_lg
VALUES:
107,357
(100%)
MISSING:
---
DISTINCT:
54,982
(51%)
MAX
339
95%
218
Q3
89
AVG
56
MEDIAN
18
Q1
1
5%
0
MIN
0
RANGE
339
IQR
87.6
STD
73.5
VAR
5,409
KURT.
0.493
SKEW
1.32
SUM
6.0M
WAR
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
1.00
WAR_off
0.95
runs_above_avg
0.88
WAA
0.88
WAA_off
0.81
runs_above_avg_off
0.81
runs_bat
0.77
PA
0.71
TOB_lg
0.71
WAR_rep
0.71
Inn
0.71
runs_replacement
0.71
TB_lg
0.70
G
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.31
team_ID
0.08
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES
0.0
9,537
9.6%
-0.03
2,613
2.6%
-0.02
2,569
2.6%
-0.01
2,228
2.2%
-0.04
1,693
1.7%
-0.05
1,626
1.6%
-0.06
1,429
1.4%
0.01
1,315
1.3%
-0.07
1,302
1.3%
-0.08
1,223
1.2%
0.03
1,212
1.2%
0.02
1,194
1.2%
-0.09
1,145
1.2%
0.04
1,131
1.1%
0.05
1,087
1.1%
SMALLEST VALUES
-4.02
2
0.0%
-3.89
1
0.0%
-3.72
1
0.0%
-3.6
1
0.0%
-3.29
1
0.0%
-3.26
1
0.0%
-3.12
1
0.0%
-3.07
1
0.0%
-2.99
1
0.0%
-2.96
1
0.0%
-2.91
1
0.0%
-2.8
2
0.0%
-2.79
2
0.0%
-2.78
1
0.0%
-2.76
1
0.0%
LARGEST VALUES
14.07
1
0.0%
12.82
1
0.0%
12.45
2
0.0%
12.19
1
0.0%
11.85
1
0.0%
11.83
1
0.0%
11.79
1
0.0%
11.73
1
0.0%
11.69
1
0.0%
11.53
1
0.0%
11.49
1
0.0%
11.44
1
0.0%
11.33
1
0.0%
11.32
1
0.0%
11.29
1
0.0%
Associations
Showing ONLY dataset "DataFrame"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
WAR
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
1.00
WAR_off
0.95
runs_above_avg
0.88
WAA
0.88
WAA_off
0.81
runs_above_avg_off
0.81
runs_bat
0.77
PA
0.71
TOB_lg
0.71
WAR_rep
0.71
Inn
0.71
runs_replacement
0.71
TB_lg
0.70
G
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.31
team_ID
0.08
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES
0.0
9,537
9.6%
-0.03
2,613
2.6%
-0.02
2,569
2.6%
-0.01
2,228
2.2%
-0.04
1,693
1.7%
-0.05
1,626
1.6%
-0.06
1,429
1.4%
0.01
1,315
1.3%
-0.07
1,302
1.3%
-0.08
1,223
1.2%
0.03
1,212
1.2%
0.02
1,194
1.2%
-0.09
1,145
1.2%
0.04
1,131
1.1%
0.05
1,087
1.1%
SMALLEST VALUES
-4.02
2
0.0%
-3.89
1
0.0%
-3.72
1
0.0%
-3.6
1
0.0%
-3.29
1
0.0%
-3.26
1
0.0%
-3.12
1
0.0%
-3.07
1
0.0%
-2.99
1
0.0%
-2.96
1
0.0%
-2.91
1
0.0%
-2.8
2
0.0%
-2.79
2
0.0%
-2.78
1
0.0%
-2.76
1
0.0%
LARGEST VALUES
14.07
1
0.0%
12.82
1
0.0%
12.45
2
0.0%
12.19
1
0.0%
11.85
1
0.0%
11.83
1
0.0%
11.79
1
0.0%
11.73
1
0.0%
11.69
1
0.0%
11.53
1
0.0%
11.49
1
0.0%
11.44
1
0.0%
11.33
1
0.0%
11.32
1
0.0%
11.29
1
0.0%
name_common
MISSING:
---
41
0%
-
-
Bob Miller
40
0%
-
-
Dick Schofield
40
0%
-
-
Sandy Alomar
40
0%
-
-
Dave Roberts
40
0%
-
-
Frank Thomas
37
0%
-
-
Bob Johnson
34
0%
-
-
George Burns
34
0%
-
-
Jerry Hairston
34
0%
-
-
Jose Cruz
33
0%
-
-
Bob Smith
33
0%
-
-
Alex Gonzalez
32
0%
-
-
Mike Stanton
32
0%
-
-
Gary Matthews
32
0%
-
-
Roberto Hernandez
31
0%
-
-
Dutch Leonard
31
0%
-
-
Deacon McGuire
31
0%
-
-
Jose Bautista
30
0%
-
-
Tony Pena
30
0%
-
-
Mike Marshall
30
0%
-
-
Kevin Brown
30
0%
-
-
Bill Lee
30
0%
-
-
Mike Gonzalez
30
0%
-
-
Jack Warner
29
0%
-
-
Joe Coleman
29
0%
-
-
Rickey Henderson
29
0%
-
-
Mike McCormick
29
0%
-
-
Randy Johnson
29
0%
-
-
Bobo Newsom
28
0%
-
-
Harry Davis
28
0%
-
-
Joe Morgan
28
0%
-
-
Tony Gwynn
28
0%
-
-
Billy Sullivan
28
0%
-
-
Eddie Collins
28
0%
-
-
Tommy John
28
0%
-
-
Jim Kaat
28
0%
-
-
Jack O'Connor
27
0%
-
-
Roy Smalley
27
0%
-
-
Cap Anson
27
0%
-
-
Steve Carlton
27
0%
-
-
Nolan Ryan
27
0%
-
-
Jamie Moyer
27
0%
-
-
Ramon Martinez
27
0%
-
-
Greg Harris
27
0%
-
-
Tim Raines
27
0%
-
-
Chris Young
27
0%
-
-
Harold Baines
26
0%
-
-
Tom Hughes
26
0%
-
-
Tom Daly
26
0%
-
-
Phil Niekro
26
0%
-
-
Terry Mulholland
26
0%
-
-
Hoyt Wilhelm
26
0%
-
-
Mike Smith
26
0%
-
-
Al Smith
26
0%
-
-
Jesse Orosco
26
0%
-
-
Ramon Hernandez
26
0%
-
-
Pete Rose
26
0%
-
-
David Weathers
26
0%
-
-
Charlie Hough
25
0%
-
-
Jerry Reuss
25
0%
-
-
Jim Thome
105,581
98%
-
-
(Other)
age
MISSING:
151
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
salary
0.27
year_ID
0.13
G
0.12
TOB_lg
0.09
WAR_rep
0.09
runs_replacement
0.09
TB_lg
0.09
PA
0.08
mlb_ID
-0.08
Inn
0.07
waa_win_perc
0.06
waa_win_perc_off
0.06
runs_dp
-0.06
runs_position
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.16
lg_ID
0.14
stint_ID
0.11
pitcher
0.01
MOST FREQUENT VALUES
26.0
10,339
9.6%
25.0
10,067
9.4%
27.0
9,873
9.2%
28.0
9,087
8.5%
24.0
8,978
8.4%
29.0
7,954
7.4%
23.0
6,960
6.5%
30.0
6,882
6.4%
31.0
5,965
5.6%
32.0
5,023
4.7%
22.0
4,960
4.6%
33.0
4,175
3.9%
34.0
3,288
3.1%
21.0
2,988
2.8%
35.0
2,553
2.4%
SMALLEST VALUES
15.0
1
0.0%
16.0
14
0.0%
17.0
72
0.1%
18.0
244
0.2%
19.0
663
0.6%
20.0
1,488
1.4%
21.0
2,988
2.8%
22.0
4,960
4.6%
23.0
6,960
6.5%
24.0
8,978
8.4%
25.0
10,067
9.4%
26.0
10,339
9.6%
27.0
9,873
9.2%
28.0
9,087
8.5%
29.0
7,954
7.4%
LARGEST VALUES
58.0
2
0.0%
56.0
1
0.0%
54.0
2
0.0%
53.0
1
0.0%
52.0
1
0.0%
50.0
1
0.0%
49.0
6
0.0%
48.0
10
0.0%
47.0
8
0.0%
46.0
18
0.0%
45.0
23
0.0%
44.0
53
0.0%
43.0
87
0.1%
42.0
159
0.1%
41.0
260
0.2%
mlb_ID
MISSING:
48
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
year_ID
0.56
salary
0.24
waa_win_perc_rep
0.14
TOB_lg
-0.09
PA
-0.09
G
-0.09
Inn
-0.09
age
-0.08
runs_position_p
-0.08
TB_lg
-0.07
runs_replacement
-0.07
WAR_rep
-0.07
OPS_plus
-0.06
WAR_off
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.42
pitcher
0.10
lg_ID
0.09
stint_ID
0.00
MOST FREQUENT VALUES
118738.0
31
0.0%
115749.0
29
0.0%
119749.0
29
0.0%
116550.0
28
0.0%
116803.0
28
0.0%
110284.0
27
0.0%
110456.0
27
0.0%
119469.0
27
0.0%
112008.0
27
0.0%
121597.0
27
0.0%
124000.0
26
0.0%
116176.0
26
0.0%
119488.0
26
0.0%
119786.0
26
0.0%
124261.0
26
0.0%
SMALLEST VALUES
110001.0
23
0.0%
110002.0
7
0.0%
110003.0
13
0.0%
110004.0
2
0.0%
110005.0
10
0.0%
110006.0
6
0.0%
110007.0
5
0.0%
110008.0
3
0.0%
110009.0
11
0.0%
110010.0
5
0.0%
110011.0
10
0.0%
110012.0
4
0.0%
110013.0
1
0.0%
110014.0
1
0.0%
110015.0
12
0.0%
LARGEST VALUES
677976.0
1
0.0%
676606.0
1
0.0%
675916.0
1
0.0%
673633.0
2
0.0%
673258.0
1
0.0%
672773.0
1
0.0%
672335.0
2
0.0%
671790.0
1
0.0%
670970.0
1
0.0%
670950.0
3
0.0%
670712.0
1
0.0%
670541.0
1
0.0%
670456.0
1
0.0%
670426.0
1
0.0%
670329.0
1
0.0%
player_ID
MISSING:
---
31
0%
-
-
mcguide01
29
0%
-
-
henderi01
29
0%
-
-
newsobo01
28
0%
-
-
kaatji01
28
0%
-
-
johnto01
27
0%
-
-
baineha01
27
0%
-
-
ansonca01
27
0%
-
-
ryanno01
27
0%
-
-
carltst01
27
0%
-
-
moyerja01
26
0%
-
-
niekrph01
26
0%
-
-
weathda01
26
0%
-
-
houghch01
26
0%
-
-
oroscje01
26
0%
-
-
mulhote01
26
0%
-
-
wilheho01
25
0%
-
-
francju01
25
0%
-
-
eckerde01
25
0%
-
-
wallabo01
25
0%
-
-
rosepe01
25
0%
-
-
darwida01
25
0%
-
-
maddugr01
25
0%
-
-
dempsri01
25
0%
-
-
hoytwa01
25
0%
-
-
bucknbi01
25
0%
-
-
davisha01
25
0%
-
-
thomeji01
25
0%
-
-
niekrjo01
25
0%
-
-
perryga01
25
0%
-
-
collied01
25
0%
-
-
suttodo01
25
0%
-
-
sierrru01
25
0%
-
-
morgami01
25
0%
-
-
reussje01
24
0%
-
-
phillda01
24
0%
-
-
vizquom01
24
0%
-
-
quinnja01
24
0%
-
-
staubru01
24
0%
-
-
johnsra05
24
0%
-
-
schofdi01
24
0%
-
-
cobbty01
24
0%
-
-
blylebe01
24
0%
-
-
mccarti01
24
0%
-
-
stantmi02
24
0%
-
-
raineti01
24
0%
-
-
zachato01
24
0%
-
-
sheffga01
24
0%
-
-
hornsro01
24
0%
-
-
martide01
24
0%
-
-
o'farbo01
24
0%
-
-
wellsda01
24
0%
-
-
fiskca01
24
0%
-
-
hawkila01
24
0%
-
-
honeyri01
24
0%
-
-
clemero02
23
0%
-
-
ruffire01
23
0%
-
-
youngcy01
23
0%
-
-
johnsja01
23
0%
-
-
grimebu01
23
0%
-
-
pennohe01
105,852
99%
-
-
(Other)
year_ID
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mlb_ID
0.56
salary
0.35
oppRpPA_rep
-0.31
oppRpG_rep
-0.24
oppRpG
-0.23
teamRpG
-0.23
pyth_exponent_rep
-0.21
pyth_exponent
-0.21
waa_win_perc_rep
0.20
age
0.13
runs_position_p
-0.12
PA
-0.10
TOB_lg
-0.09
waa_win_perc
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.70
lg_ID
0.39
pitcher
0.13
stint_ID
0.01
MOST FREQUENT VALUES
2019
1,567
1.5%
2018
1,533
1.4%
2017
1,494
1.4%
2015
1,485
1.4%
2016
1,482
1.4%
2014
1,433
1.3%
2013
1,409
1.3%
2012
1,407
1.3%
2011
1,389
1.3%
2009
1,388
1.3%
2008
1,384
1.3%
2007
1,384
1.3%
2000
1,381
1.3%
2006
1,377
1.3%
2010
1,356
1.3%
SMALLEST VALUES
1871
115
0.1%
1872
156
0.1%
1873
125
0.1%
1874
123
0.1%
1875
218
0.2%
1876
124
0.1%
1877
96
0.1%
1878
80
0.1%
1879
127
0.1%
1880
135
0.1%
1881
132
0.1%
1882
250
0.2%
1883
282
0.3%
1884
784
0.7%
1885
353
0.3%
LARGEST VALUES
2019
1,567
1.5%
2018
1,533
1.4%
2017
1,494
1.4%
2016
1,482
1.4%
2015
1,485
1.4%
2014
1,433
1.3%
2013
1,409
1.3%
2012
1,407
1.3%
2011
1,389
1.3%
2010
1,356
1.3%
2009
1,388
1.3%
2008
1,384
1.3%
2007
1,384
1.3%
2006
1,377
1.3%
2005
1,329
1.2%
team_ID
MISSING:
---
TOP CATEGORIES
WAR
(avg)
STL
5,062
5%
0.541
CHC
5,013
5%
0.495
PIT
4,981
5%
0.502
PHI
4,966
5%
0.421
CIN
4,908
5%
0.515
CLE
4,734
4%
0.592
BOS
4,592
4%
0.650
NYY
4,427
4%
0.801
CHW
4,425
4%
0.547
DET
4,367
4%
0.634
BAL
3,076
3%
0.602
LAD
2,550
2%
0.511
SFG
2,505
2%
0.521
NYM
2,497
2%
0.369
HOU
2,366
2%
0.471
MIN
2,324
2%
0.636
NYG
2,324
2%
0.728
(Other)
42,240
39%
0.472
ALL
107,357
100%
0.524
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_ID
PROVIDES INFORMATION ON...
lg_ID
0.88
stint_ID
0.01
pitcher
0.01

THESE FEATURES GIVE INFORMATION
ON team_ID:
lg_ID
0.20
pitcher
0.00
stint_ID
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
CORRELATION RATIO WITH...
year_ID
0.70
oppRpPA_rep
0.58
oppRpG
0.52
mlb_ID
0.42
oppRpG_rep
0.40
teamRpG
0.39
waa_win_perc_rep
0.37
pyth_exponent_rep
0.36
waa_win_perc_def
0.36
pyth_exponent
0.36
waa_win_perc_off
0.36
waa_win_perc
0.36
Inn
0.29
salary
0.20
stint_ID
MISSING:
---
TOP CATEGORIES
WAR
(avg)
1
99,401
93%
0.553
2
7,578
7%
0.154
3
358
0%
0.026
4
18
0%
0.019
5
2
0%
0.570
ALL
107,357
100%
0.524
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
stint_ID
PROVIDES INFORMATION ON...
lg_ID
0.00
team_ID
0.00
pitcher
0.00

THESE FEATURES GIVE INFORMATION
ON stint_ID:
team_ID
0.01
lg_ID
0.00
pitcher
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
stint_ID
CORRELATION RATIO WITH...
G
0.11
age
0.11
PA
0.10
TB_lg
0.10
TOB_lg
0.10
runs_replacement
0.09
WAR_rep
0.09
Inn
0.08
runs_above_rep
0.07
WAR
0.07
WAR_off
0.07
salary
0.06
runs_position_p
0.05
runs_above_avg
0.04
lg_ID
MISSING:
737
(1%)
TOP CATEGORIES
WAR
(avg)
NL
54,350
51%
0.478
AL
49,431
46%
0.599
AA
1,889
2%
0.410
FL
468
0%
0.264
UA
334
0%
0.024
PL
148
0%
0.553
ALL
106,620
100%
0.524
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
lg_ID
PROVIDES INFORMATION ON...
team_ID
0.20
pitcher
0.01
stint_ID
0.00

THESE FEATURES GIVE INFORMATION
ON lg_ID:
team_ID
0.88
pitcher
0.00
stint_ID
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lg_ID
CORRELATION RATIO WITH...
oppRpPA_rep
0.66
oppRpG
0.53
year_ID
0.39
oppRpG_rep
0.39
teamRpG
0.38
pyth_exponent_rep
0.31
pyth_exponent
0.31
waa_win_perc_rep
0.31
waa_win_perc_off
0.30
waa_win_perc_def
0.30
waa_win_perc
0.30
age
0.14
runs_position_p
0.13
Inn
0.12
PA
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TOB_lg
1.00
TB_lg
0.99
Inn
0.99
runs_replacement
0.98
WAR_rep
0.98
G
0.96
WAR_off
0.74
waa_win_perc_rep
-0.73
runs_above_rep
0.73
WAR
0.71
OPS_plus
0.45
runs_bat
0.31
runs_above_avg
0.30
WAA_off
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.57
stint_ID
0.10
team_ID
0.08
lg_ID
0.05
MOST FREQUENT VALUES
0
16,440
15.3%
1
3,891
3.6%
2
2,824
2.6%
3
2,337
2.2%
4
2,105
2.0%
5
1,720
1.6%
6
1,374
1.3%
7
1,210
1.1%
8
1,134
1.1%
9
958
0.9%
10
873
0.8%
11
857
0.8%
12
821
0.8%
13
726
0.7%
14
698
0.7%
SMALLEST VALUES
0
16,440
15.3%
1
3,891
3.6%
2
2,824
2.6%
3
2,337
2.2%
4
2,105
2.0%
5
1,720
1.6%
6
1,374
1.3%
7
1,210
1.1%
8
1,134
1.1%
9
958
0.9%
10
873
0.8%
11
857
0.8%
12
821
0.8%
13
726
0.7%
14
698
0.7%
LARGEST VALUES
778
1
0.0%
773
1
0.0%
771
1
0.0%
766
1
0.0%
765
1
0.0%
764
1
0.0%
763
1
0.0%
762
1
0.0%
759
2
0.0%
758
2
0.0%
757
3
0.0%
756
1
0.0%
755
1
0.0%
754
2
0.0%
752
6
0.0%
G
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
0.96
TOB_lg
0.95
TB_lg
0.95
Inn
0.94
runs_replacement
0.94
WAR_rep
0.94
WAR_off
0.68
runs_above_rep
0.66
WAR
0.65
waa_win_perc_rep
-0.64
OPS_plus
0.42
waa_win_perc
0.25
runs_bat
0.24
runs_above_avg
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.55
stint_ID
0.11
team_ID
0.10
lg_ID
0.09
MOST FREQUENT VALUES
0
7,799
7.3%
1
5,371
5.0%
2
4,014
3.7%
3
3,164
2.9%
4
2,731
2.5%
5
2,239
2.1%
6
1,924
1.8%
7
1,686
1.6%
8
1,513
1.4%
9
1,492
1.4%
10
1,388
1.3%
11
1,284
1.2%
12
1,216
1.1%
13
1,190
1.1%
31
1,093
1.0%
SMALLEST VALUES
0
7,799
7.3%
1
5,371
5.0%
2
4,014
3.7%
3
3,164
2.9%
4
2,731
2.5%
5
2,239
2.1%
6
1,924
1.8%
7
1,686
1.6%
8
1,513
1.4%
9
1,492
1.4%
10
1,388
1.3%
11
1,284
1.2%
12
1,216
1.1%
13
1,190
1.1%
14
1,091
1.0%
LARGEST VALUES
165
1
0.0%
164
4
0.0%
163
25
0.0%
162
234
0.2%
161
159
0.1%
160
211
0.2%
159
247
0.2%
158
312
0.3%
157
326
0.3%
156
350
0.3%
155
412
0.4%
154
555
0.5%
153
492
0.5%
152
466
0.4%
151
471
0.4%
Inn
MISSING:
36,257
(34%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
0.99
TOB_lg
0.99
TB_lg
0.99
WAR_rep
0.99
runs_replacement
0.99
G
0.94
waa_win_perc_rep
-0.77
WAR_off
0.74
runs_above_rep
0.73
WAR
0.71
OPS_plus
0.44
WAA_off
0.30
runs_bat
0.29
WAA
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.38
team_ID
0.29
lg_ID
0.12
stint_ID
0.08
MOST FREQUENT VALUES
0.0
626
0.9%
2.0
504
0.7%
1.0
455
0.6%
9.0
406
0.6%
4.0
398
0.6%
3.0
389
0.5%
5.0
344
0.5%
6.0
322
0.5%
8.0
293
0.4%
7.0
284
0.4%
10.0
283
0.4%
11.0
269
0.4%
18.0
257
0.4%
12.0
239
0.3%
13.0
237
0.3%
SMALLEST VALUES
0.0
626
0.9%
0.3
71
0.1%
0.7
95
0.1%
1.0
455
0.6%
1.3
121
0.2%
1.7
160
0.2%
2.0
504
0.7%
2.3
187
0.3%
2.7
158
0.2%
3.0
389
0.5%
3.3
179
0.3%
3.7
171
0.2%
4.0
398
0.6%
4.3
188
0.3%
4.7
168
0.2%
LARGEST VALUES
1489.7
1
0.0%
1480.7
1
0.0%
1479.3
1
0.0%
1478.0
1
0.0%
1472.0
2
0.0%
1470.3
1
0.0%
1467.0
1
0.0%
1464.7
2
0.0%
1463.7
1
0.0%
1463.3
1
0.0%
1462.7
1
0.0%
1461.3
1
0.0%
1460.7
1
0.0%
1459.7
1
0.0%
1458.0
2
0.0%
runs_bat
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_off
0.91
WAA_off
0.91
runs_above_avg
0.82
WAR_off
0.82
WAA
0.82
WAR
0.77
runs_above_rep
0.76
waa_win_perc_off
0.48
waa_win_perc
0.43
WAR_rep
0.34
OPS_plus
0.34
runs_position
-0.33
runs_replacement
0.33
TOB_lg
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.12
team_ID
0.08
lg_ID
0.03
stint_ID
0.01
MOST FREQUENT VALUES
0.0
16,695
15.6%
-0.28
623
0.6%
-0.29
579
0.5%
-0.27
539
0.5%
-0.26
522
0.5%
-0.25
366
0.3%
-0.3
352
0.3%
-0.57
306
0.3%
-0.24
265
0.2%
-0.31
247
0.2%
-0.56
246
0.2%
-0.58
233
0.2%
-0.54
232
0.2%
-0.55
227
0.2%
-0.52
215
0.2%
SMALLEST VALUES
-64.05
1
0.0%
-60.51
1
0.0%
-51.45
1
0.0%
-50.79
1
0.0%
-48.84
1
0.0%
-48.42
1
0.0%
-47.4
1
0.0%
-47.33
1
0.0%
-47.02
1
0.0%
-46.41
1
0.0%
-45.12
1
0.0%
-45.06
1
0.0%
-44.71
1
0.0%
-44.56
1
0.0%
-44.05
1
0.0%
LARGEST VALUES
116.36
1
0.0%
115.82
1
0.0%
113.71
1
0.0%
108.88
1
0.0%
108.84
1
0.0%
106.43
1
0.0%
102.65
1
0.0%
101.6
1
0.0%
99.73
1
0.0%
98.67
1
0.0%
97.48
1
0.0%
97.42
1
0.0%
96.8
1
0.0%
95.56
1
0.0%
95.42
1
0.0%
runs_br
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA
0.25
runs_above_avg
0.24
WAA_off
0.23
runs_above_avg_off
0.23
WAR
0.23
runs_above_rep
0.23
WAR_off
0.22
runs_dp
0.20
Inn
0.11
waa_win_perc
0.11
waa_win_perc_off
0.11
TB_lg
0.10
PA
0.10
TOB_lg
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.05
pitcher
0.02
lg_ID
0.01
stint_ID
0.01
MOST FREQUENT VALUES
0.0
29,585
27.6%
0.01
2,892
2.7%
-0.01
2,527
2.4%
0.02
1,616
1.5%
-0.02
1,184
1.1%
0.03
1,147
1.1%
0.04
1,010
0.9%
0.05
932
0.9%
0.06
838
0.8%
-0.03
807
0.8%
-0.04
789
0.7%
-0.09
776
0.7%
0.07
763
0.7%
-0.08
720
0.7%
0.08
711
0.7%
SMALLEST VALUES
-8.18
1
0.0%
-8.02
1
0.0%
-7.91
1
0.0%
-7.47
1
0.0%
-7.46
1
0.0%
-7.33
1
0.0%
-7.3
1
0.0%
-7.24
1
0.0%
-7.15
1
0.0%
-6.96
2
0.0%
-6.79
1
0.0%
-6.77
1
0.0%
-6.62
1
0.0%
-6.6
1
0.0%
-6.56
1
0.0%
LARGEST VALUES
18.63
1
0.0%
17.54
1
0.0%
17.35
1
0.0%
17.3
1
0.0%
17.17
1
0.0%
17.15
1
0.0%
13.55
1
0.0%
13.44
1
0.0%
13.31
1
0.0%
13.11
1
0.0%
12.94
1
0.0%
12.38
1
0.0%
12.31
1
0.0%
12.22
1
0.0%
12.19
1
0.0%
runs_dp
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_br
0.20
WAA
0.08
runs_above_avg
0.08
salary
-0.07
WAA_off
0.06
runs_above_avg_off
0.06
runs_field
0.06
age
-0.06
WAR
0.06
runs_defense
0.06
runs_above_rep
0.05
runs_above_avg_def
0.05
WAA_def
0.05
WAR_def
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.05
lg_ID
0.03
pitcher
0.02
stint_ID
0.01
MOST FREQUENT VALUES
0.0
58,151
54.2%
0.16
1,373
1.3%
0.17
1,010
0.9%
0.18
933
0.9%
-0.22
906
0.8%
-0.23
899
0.8%
0.19
859
0.8%
-0.21
827
0.8%
0.2
754
0.7%
-0.05
688
0.6%
-0.06
643
0.6%
-0.24
570
0.5%
0.21
568
0.5%
0.15
527
0.5%
-0.2
444
0.4%
SMALLEST VALUES
-6.2
1
0.0%
-5.44
1
0.0%
-5.34
1
0.0%
-5.3
1
0.0%
-5.25
1
0.0%
-5.15
1
0.0%
-5.1
1
0.0%
-4.9
1
0.0%
-4.89
1
0.0%
-4.82
1
0.0%
-4.79
1
0.0%
-4.76
1
0.0%
-4.74
1
0.0%
-4.7
2
0.0%
-4.66
1
0.0%
LARGEST VALUES
6.65
1
0.0%
5.85
1
0.0%
5.63
1
0.0%
5.59
1
0.0%
5.57
1
0.0%
5.48
1
0.0%
5.43
1
0.0%
5.35
2
0.0%
5.23
2
0.0%
5.21
1
0.0%
5.18
1
0.0%
5.17
1
0.0%
5.12
2
0.0%
5.11
1
0.0%
5.1
1
0.0%
runs_field
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.94
runs_above_avg_def
0.78
WAA_def
0.77
WAR_def
0.77
waa_win_perc_def
0.49
WAA
0.44
runs_above_avg
0.44
WAR
0.37
runs_above_rep
0.36
waa_win_perc
0.24
runs_good_plays
0.13
runs_infield
0.13
WAR_off
0.10
runs_br
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.09
lg_ID
0.02
stint_ID
0.02
pitcher
0.01
MOST FREQUENT VALUES
0.0
60,523
56.4%
-1.0
4,434
4.1%
-2.0
3,165
2.9%
1.0
3,017
2.8%
2.0
2,170
2.0%
-3.0
1,864
1.7%
-4.0
1,506
1.4%
3.0
1,308
1.2%
4.0
1,175
1.1%
-5.0
940
0.9%
5.0
862
0.8%
-6.0
796
0.7%
6.0
760
0.7%
-0.1
550
0.5%
7.0
528
0.5%
SMALLEST VALUES
-32.3
1
0.0%
-31.7
1
0.0%
-31.0
2
0.0%
-30.0
2
0.0%
-29.2
1
0.0%
-29.0
1
0.0%
-28.0
1
0.0%
-27.7
1
0.0%
-26.0
5
0.0%
-25.9
1
0.0%
-25.0
1
0.0%
-24.3
2
0.0%
-24.0
5
0.0%
-23.9
1
0.0%
-23.8
1
0.0%
LARGEST VALUES
37.0
1
0.0%
36.0
1
0.0%
34.7
1
0.0%
34.5
1
0.0%
34.0
2
0.0%
32.1
1
0.0%
32.0
3
0.0%
31.3
1
0.0%
31.0
1
0.0%
30.6
1
0.0%
30.0
3
0.0%
29.9
1
0.0%
29.6
1
0.0%
29.5
1
0.0%
29.2
1
0.0%
runs_infield
MISSING:
36,257
(34%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.25
WAA_def
0.22
WAR_def
0.22
runs_above_avg_def
0.22
waa_win_perc_def
0.14
runs_field
0.13
WAA
0.12
runs_above_avg
0.12
WAR
0.11
runs_above_rep
0.10
runs_good_plays
0.10
waa_win_perc
0.07
Inn
0.04
runs_replacement
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
lg_ID
0.03
stint_ID
0.01
pitcher
0.00
MOST FREQUENT VALUES
0.0
63,205
88.9%
-1.0
2,933
4.1%
1.0
2,647
3.7%
2.0
796
1.1%
-2.0
787
1.1%
3.0
271
0.4%
-3.0
214
0.3%
4.0
111
0.2%
-4.0
61
0.1%
5.0
30
0.0%
-5.0
22
0.0%
-6.0
9
0.0%
6.0
8
0.0%
8.0
2
0.0%
7.0
2
0.0%
SMALLEST VALUES
-7.0
1
0.0%
-6.0
9
0.0%
-5.0
22
0.0%
-4.0
61
0.1%
-3.0
214
0.3%
-2.0
787
1.1%
-1.0
2,933
4.1%
0.0
63,205
88.9%
1.0
2,647
3.7%
2.0
796
1.1%
3.0
271
0.4%
4.0
111
0.2%
5.0
30
0.0%
6.0
8
0.0%
7.0
2
0.0%
LARGEST VALUES
9.0
1
0.0%
8.0
2
0.0%
7.0
2
0.0%
6.0
8
0.0%
5.0
30
0.0%
4.0
111
0.2%
3.0
271
0.4%
2.0
796
1.1%
1.0
2,647
3.7%
0.0
63,205
88.9%
-1.0
2,933
4.1%
-2.0
787
1.1%
-3.0
214
0.3%
-4.0
61
0.1%
-5.0
22
0.0%
runs_outfield
MISSING:
36,257
(34%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.33
WAA_def
0.27
WAR_def
0.27
runs_above_avg_def
0.27
runs_good_plays
0.20
waa_win_perc_def
0.19
WAA
0.18
runs_above_avg
0.18
WAR
0.14
runs_above_rep
0.13
waa_win_perc
0.10
runs_field
0.09
age
-0.05
WAA_off
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
stint_ID
0.01
lg_ID
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
61,208
86.1%
-1.0
2,668
3.8%
1.0
2,363
3.3%
-2.0
1,216
1.7%
2.0
997
1.4%
-3.0
599
0.8%
3.0
545
0.8%
4.0
323
0.5%
-4.0
307
0.4%
-5.0
200
0.3%
5.0
191
0.3%
6.0
115
0.2%
-6.0
94
0.1%
7.0
72
0.1%
-7.0
56
0.1%
SMALLEST VALUES
-12.0
1
0.0%
-11.0
1
0.0%
-10.0
5
0.0%
-9.0
8
0.0%
-8.0
20
0.0%
-7.0
56
0.1%
-6.0
94
0.1%
-5.0
200
0.3%
-4.0
307
0.4%
-3.0
599
0.8%
-2.0
1,216
1.7%
-1.0
2,668
3.8%
0.0
61,208
86.1%
1.0
2,363
3.3%
2.0
997
1.4%
LARGEST VALUES
17.0
1
0.0%
14.0
1
0.0%
13.0
1
0.0%
12.0
4
0.0%
11.0
8
0.0%
10.0
15
0.0%
9.0
34
0.0%
8.0
47
0.1%
7.0
72
0.1%
6.0
115
0.2%
5.0
191
0.3%
4.0
323
0.5%
3.0
545
0.8%
2.0
997
1.4%
1.0
2,363
3.3%
runs_catcher
MISSING:
36,257
(34%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.26
WAA_def
0.25
WAR_def
0.25
runs_above_avg_def
0.24
waa_win_perc_def
0.21
WAA
0.12
runs_above_avg
0.12
WAR
0.11
runs_above_rep
0.10
waa_win_perc
0.10
runs_position
0.06
Inn
0.05
WAR_rep
0.04
TB_lg
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.04
stint_ID
0.01
lg_ID
0.00
pitcher
0.00
MOST FREQUENT VALUES
0.0
66,480
93.5%
-1.0
1,008
1.4%
1.0
645
0.9%
-2.0
562
0.8%
2.0
365
0.5%
-3.0
317
0.4%
3.0
275
0.4%
-4.0
259
0.4%
4.0
183
0.3%
-5.0
150
0.2%
5.0
141
0.2%
6.0
121
0.2%
-6.0
109
0.2%
7.0
81
0.1%
-7.0
64
0.1%
SMALLEST VALUES
-20.0
2
0.0%
-18.0
1
0.0%
-17.0
2
0.0%
-16.0
3
0.0%
-15.0
1
0.0%
-14.0
3
0.0%
-13.0
10
0.0%
-12.0
6
0.0%
-11.0
12
0.0%
-10.0
26
0.0%
-9.0
24
0.0%
-8.0
41
0.1%
-7.0
64
0.1%
-6.0
109
0.2%
-5.0
150
0.2%
LARGEST VALUES
27.0
1
0.0%
25.0
1
0.0%
21.0
2
0.0%
20.0
3
0.0%
19.0
5
0.0%
18.0
1
0.0%
17.0
4
0.0%
16.0
1
0.0%
15.0
7
0.0%
14.0
14
0.0%
13.0
8
0.0%
12.0
19
0.0%
11.0
22
0.0%
10.0
25
0.0%
9.0
47
0.1%
runs_good_plays
MISSING:
83,249
(78%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_defense
0.40
WAA_def
0.35
WAR_def
0.35
runs_above_avg_def
0.34
waa_win_perc_def
0.24
WAA
0.23
runs_above_avg
0.22
runs_outfield
0.20
WAR
0.19
runs_above_rep
0.18
runs_field
0.13
waa_win_perc
0.12
runs_infield
0.10
WAR_off
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.04
lg_ID
0.01
stint_ID
0.01
pitcher
0.00
MOST FREQUENT VALUES
0.0
18,332
76.0%
-1.0
1,940
8.0%
1.0
1,554
6.4%
2.0
692
2.9%
-2.0
685
2.8%
3.0
292
1.2%
-3.0
246
1.0%
4.0
112
0.5%
-4.0
88
0.4%
5.0
55
0.2%
-5.0
38
0.2%
6.0
20
0.1%
-6.0
16
0.1%
7.0
14
0.1%
-7.0
11
0.0%
SMALLEST VALUES
-10.0
1
0.0%
-8.0
4
0.0%
-7.0
11
0.0%
-6.0
16
0.1%
-5.0
38
0.2%
-4.0
88
0.4%
-3.0
246
1.0%
-2.0
685
2.8%
-1.0
1,940
8.0%
0.0
18,332
76.0%
1.0
1,554
6.4%
2.0
692
2.9%
3.0
292
1.2%
4.0
112
0.5%
5.0
55
0.2%
LARGEST VALUES
10.0
4
0.0%
9.0
1
0.0%
8.0
3
0.0%
7.0
14
0.1%
6.0
20
0.1%
5.0
55
0.2%
4.0
112
0.5%
3.0
292
1.2%
2.0
692
2.9%
1.0
1,554
6.4%
0.0
18,332
76.0%
-1.0
1,940
8.0%
-2.0
685
2.8%
-3.0
246
1.0%
-4.0
88
0.4%
runs_defense
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_field
0.94
runs_above_avg_def
0.84
WAA_def
0.83
WAR_def
0.83
waa_win_perc_def
0.53
WAA
0.47
runs_above_avg
0.47
runs_good_plays
0.40
WAR
0.39
runs_above_rep
0.39
runs_outfield
0.33
runs_catcher
0.26
waa_win_perc
0.26
runs_infield
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
stint_ID
0.02
lg_ID
0.02
pitcher
0.01
MOST FREQUENT VALUES
0.0
56,817
52.9%
-1.0
4,911
4.6%
-2.0
3,581
3.3%
1.0
3,289
3.1%
2.0
2,416
2.3%
-3.0
2,160
2.0%
-4.0
1,731
1.6%
3.0
1,578
1.5%
4.0
1,314
1.2%
-5.0
1,154
1.1%
5.0
931
0.9%
-6.0
894
0.8%
6.0
884
0.8%
7.0
595
0.6%
-7.0
594
0.6%
SMALLEST VALUES
-43.0
1
0.0%
-37.0
1
0.0%
-34.3
1
0.0%
-33.0
1
0.0%
-32.0
2
0.0%
-30.0
1
0.0%
-29.2
1
0.0%
-29.0
1
0.0%
-28.8
1
0.0%
-28.7
1
0.0%
-28.3
1
0.0%
-28.0
2
0.0%
-27.0
6
0.0%
-26.9
1
0.0%
-26.7
1
0.0%
LARGEST VALUES
40.0
1
0.0%
38.7
1
0.0%
38.0
1
0.0%
37.0
1
0.0%
36.9
1
0.0%
35.7
1
0.0%
35.3
1
0.0%
35.1
1
0.0%
35.0
1
0.0%
34.0
3
0.0%
33.2
1
0.0%
33.0
1
0.0%
32.6
1
0.0%
32.5
2
0.0%
32.3
2
0.0%
runs_position
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_def
0.59
WAA_def
0.59
WAR_def
0.59
runs_bat
-0.33
waa_win_perc_def
0.31
salary
-0.09
OPS_plus
-0.08
WAR_off
-0.06
runs_catcher
0.06
age
-0.06
runs_defense
0.05
WAA_off
-0.05
runs_replacement
-0.05
TOB_lg
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.04
lg_ID
0.04
stint_ID
0.01
pitcher
0.00
MOST FREQUENT VALUES
0.0
31,479
29.3%
0.01
7,139
6.6%
0.02
2,547
2.4%
0.03
1,705
1.6%
0.04
985
0.9%
0.05
827
0.8%
0.07
764
0.7%
-0.01
646
0.6%
0.06
627
0.6%
0.13
588
0.5%
-0.05
578
0.5%
0.12
573
0.5%
0.1
554
0.5%
0.08
544
0.5%
0.11
506
0.5%
SMALLEST VALUES
-16.2
2
0.0%
-15.9
1
0.0%
-15.85
1
0.0%
-15.71
1
0.0%
-15.6
3
0.0%
-15.5
2
0.0%
-15.49
2
0.0%
-15.47
1
0.0%
-15.45
1
0.0%
-15.44
1
0.0%
-15.43
1
0.0%
-15.38
1
0.0%
-15.26
1
0.0%
-15.16
1
0.0%
-15.1
1
0.0%
LARGEST VALUES
10.94
1
0.0%
10.92
1
0.0%
10.85
1
0.0%
10.83
3
0.0%
10.78
1
0.0%
10.76
1
0.0%
10.75
1
0.0%
10.73
2
0.0%
10.68
1
0.0%
10.67
1
0.0%
10.64
1
0.0%
10.63
1
0.0%
10.62
2
0.0%
10.61
1
0.0%
10.6
1
0.0%
runs_position_p
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR_rep
-0.29
runs_replacement
-0.27
runs_bat
-0.25
OPS_plus
-0.19
TOB_lg
-0.16
TB_lg
-0.16
PA
-0.16
WAR_off
-0.16
WAR
-0.15
runs_above_rep
-0.14
Inn
-0.13
year_ID
-0.12
G
-0.12
waa_win_perc
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.45
team_ID
0.17
lg_ID
0.13
stint_ID
0.05
MOST FREQUENT VALUES
0.0
77,060
71.8%
0.14
799
0.7%
0.15
564
0.5%
0.11
538
0.5%
0.13
392
0.4%
0.12
316
0.3%
0.27
306
0.3%
0.28
293
0.3%
0.22
282
0.3%
0.3
261
0.2%
0.29
252
0.2%
0.23
227
0.2%
0.44
227
0.2%
0.31
211
0.2%
0.41
204
0.2%
SMALLEST VALUES
0.0
77,060
71.8%
0.03
2
0.0%
0.04
2
0.0%
0.05
1
0.0%
0.06
18
0.0%
0.07
89
0.1%
0.08
93
0.1%
0.09
134
0.1%
0.1
195
0.2%
0.11
538
0.5%
0.12
316
0.3%
0.13
392
0.4%
0.14
799
0.7%
0.15
564
0.5%
0.16
189
0.2%
LARGEST VALUES
21.92
1
0.0%
21.17
1
0.0%
20.51
1
0.0%
19.99
1
0.0%
19.26
1
0.0%
18.64
1
0.0%
17.78
1
0.0%
17.71
1
0.0%
17.58
1
0.0%
17.51
1
0.0%
17.03
1
0.0%
16.98
1
0.0%
16.93
1
0.0%
16.76
1
0.0%
16.7
1
0.0%
runs_replacement
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR_rep
1.00
Inn
0.99
PA
0.98
TOB_lg
0.98
TB_lg
0.98
G
0.94
WAR_off
0.74
waa_win_perc_rep
-0.73
runs_above_rep
0.72
WAR
0.71
OPS_plus
0.45
runs_bat
0.33
runs_above_avg
0.28
WAA_off
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.60
stint_ID
0.09
team_ID
0.07
lg_ID
0.06
MOST FREQUENT VALUES
0.0
42,012
39.1%
0.03
918
0.9%
0.04
594
0.6%
0.07
507
0.5%
0.06
495
0.5%
0.02
448
0.4%
0.01
443
0.4%
0.14
411
0.4%
0.08
378
0.4%
0.1
364
0.3%
0.15
360
0.3%
0.09
355
0.3%
0.11
341
0.3%
0.12
293
0.3%
0.34
265
0.2%
SMALLEST VALUES
-0.12
1
0.0%
-0.07
3
0.0%
-0.06
8
0.0%
-0.05
16
0.0%
-0.04
15
0.0%
-0.03
23
0.0%
-0.02
36
0.0%
-0.01
53
0.0%
0.0
42,012
39.1%
0.01
443
0.4%
0.02
448
0.4%
0.03
918
0.9%
0.04
594
0.6%
0.05
231
0.2%
0.06
495
0.5%
LARGEST VALUES
26.75
1
0.0%
26.73
1
0.0%
26.6
1
0.0%
26.59
2
0.0%
26.56
2
0.0%
26.55
1
0.0%
26.52
1
0.0%
26.51
1
0.0%
26.5
1
0.0%
26.45
1
0.0%
26.43
1
0.0%
26.39
1
0.0%
26.38
1
0.0%
26.34
4
0.0%
26.29
2
0.0%
runs_above_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR
1.00
WAR_off
0.95
runs_above_avg
0.87
WAA
0.86
runs_above_avg_off
0.80
WAA_off
0.80
runs_bat
0.76
Inn
0.73
TOB_lg
0.73
PA
0.73
runs_replacement
0.72
WAR_rep
0.72
TB_lg
0.71
G
0.66

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.32
team_ID
0.08
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES
0.0
17,268
16.1%
-0.2
2,673
2.5%
-0.1
2,511
2.3%
-0.3
2,463
2.3%
-0.4
1,847
1.7%
-0.5
1,660
1.5%
-0.6
1,442
1.3%
0.1
1,400
1.3%
-0.7
1,325
1.2%
0.2
1,252
1.2%
-0.8
1,248
1.2%
0.3
1,224
1.1%
0.4
1,213
1.1%
-0.9
1,167
1.1%
0.5
1,105
1.0%
SMALLEST VALUES
-43.9
1
0.0%
-40.7
1
0.0%
-39.2
1
0.0%
-36.2
1
0.0%
-35.9
1
0.0%
-34.7
1
0.0%
-34.3
1
0.0%
-34.2
1
0.0%
-32.5
1
0.0%
-29.8
1
0.0%
-29.4
1
0.0%
-28.4
1
0.0%
-28.2
1
0.0%
-28.1
1
0.0%
-27.7
1
0.0%
LARGEST VALUES
147.2
1
0.0%
139.8
1
0.0%
132.0
1
0.0%
126.7
1
0.0%
125.0
1
0.0%
124.6
1
0.0%
124.5
1
0.0%
124.2
1
0.0%
120.7
1
0.0%
119.1
1
0.0%
116.2
1
0.0%
116.1
1
0.0%
116.0
1
0.0%
115.8
1
0.0%
115.4
1
0.0%
runs_above_avg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA
0.99
runs_above_avg_off
0.92
WAA_off
0.91
WAR
0.88
runs_above_rep
0.87
runs_bat
0.82
WAR_off
0.80
waa_win_perc
0.54
waa_win_perc_off
0.50
runs_defense
0.47
runs_field
0.44
runs_above_avg_def
0.37
WAA_def
0.36
WAR_def
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
stint_ID
0.04
pitcher
0.01
lg_ID
0.01
MOST FREQUENT VALUES
0.0
17,204
16.0%
-0.3
2,552
2.4%
-0.1
2,486
2.3%
-0.2
2,481
2.3%
-0.4
1,746
1.6%
-0.5
1,583
1.5%
-0.6
1,515
1.4%
-0.7
1,322
1.2%
0.1
1,293
1.2%
-0.8
1,251
1.2%
0.2
1,174
1.1%
0.4
1,151
1.1%
0.3
1,147
1.1%
-1.0
1,099
1.0%
-0.9
1,085
1.0%
SMALLEST VALUES
-62.8
1
0.0%
-60.4
1
0.0%
-55.4
1
0.0%
-55.3
1
0.0%
-53.4
1
0.0%
-53.0
1
0.0%
-51.7
1
0.0%
-49.7
1
0.0%
-48.1
1
0.0%
-47.8
1
0.0%
-46.2
1
0.0%
-46.0
1
0.0%
-45.7
1
0.0%
-44.8
1
0.0%
-44.5
1
0.0%
LARGEST VALUES
122.2
1
0.0%
114.6
1
0.0%
107.4
1
0.0%
106.3
1
0.0%
105.7
1
0.0%
101.7
1
0.0%
101.5
1
0.0%
99.7
1
0.0%
98.9
1
0.0%
96.2
1
0.0%
94.9
1
0.0%
94.6
1
0.0%
93.5
1
0.0%
93.1
1
0.0%
92.2
1
0.0%
runs_above_avg_off
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA_off
0.99
runs_above_avg
0.92
runs_bat
0.91
WAA
0.91
WAR_off
0.85
WAR
0.81
runs_above_rep
0.80
waa_win_perc_off
0.55
waa_win_perc
0.50
TOB_lg
0.30
PA
0.29
Inn
0.29
OPS_plus
0.29
WAR_rep
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
stint_ID
0.03
lg_ID
0.01
pitcher
0.01
MOST FREQUENT VALUES
0.0
17,307
16.1%
-0.3
2,661
2.5%
-0.2
2,576
2.4%
-0.1
2,565
2.4%
-0.4
1,784
1.7%
-0.5
1,688
1.6%
-0.6
1,601
1.5%
-0.7
1,404
1.3%
-0.8
1,362
1.3%
0.1
1,337
1.2%
0.2
1,207
1.1%
0.4
1,193
1.1%
-0.9
1,170
1.1%
0.3
1,144
1.1%
-1.0
1,122
1.0%
SMALLEST VALUES
-59.8
1
0.0%
-52.4
1
0.0%
-52.3
1
0.0%
-50.2
1
0.0%
-44.6
1
0.0%
-44.0
1
0.0%
-42.5
1
0.0%
-42.4
2
0.0%
-42.2
1
0.0%
-41.5
1
0.0%
-41.4
1
0.0%
-41.2
1
0.0%
-41.0
1
0.0%
-40.7
1
0.0%
-40.1
1
0.0%
LARGEST VALUES
110.9
1
0.0%
108.6
1
0.0%
103.2
1
0.0%
101.6
1
0.0%
101.1
1
0.0%
100.5
1
0.0%
100.0
1
0.0%
98.7
1
0.0%
95.4
1
0.0%
94.7
1
0.0%
93.8
1
0.0%
93.5
1
0.0%
92.4
1
0.0%
91.3
1
0.0%
91.2
1
0.0%
runs_above_avg_def
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA_def
0.99
WAR_def
0.99
runs_defense
0.84
runs_field
0.78
waa_win_perc_def
0.59
runs_position
0.59
WAA
0.37
runs_above_avg
0.37
runs_good_plays
0.34
WAR
0.30
runs_above_rep
0.29
runs_outfield
0.27
runs_catcher
0.24
runs_infield
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
stint_ID
0.02
lg_ID
0.02
pitcher
0.00
MOST FREQUENT VALUES
0.0
44,550
41.5%
0.1
4,668
4.3%
-0.1
2,182
2.0%
0.2
1,587
1.5%
-0.2
1,174
1.1%
-0.9
959
0.9%
-0.3
915
0.9%
-1.0
850
0.8%
-0.4
846
0.8%
0.3
787
0.7%
-0.7
775
0.7%
-0.6
753
0.7%
-0.5
742
0.7%
-0.8
739
0.7%
-1.1
688
0.6%
SMALLEST VALUES
-50.7
1
0.0%
-39.8
1
0.0%
-33.4
1
0.0%
-33.1
2
0.0%
-32.5
1
0.0%
-31.9
1
0.0%
-31.5
2
0.0%
-31.1
1
0.0%
-30.6
2
0.0%
-30.4
1
0.0%
-30.3
3
0.0%
-29.9
1
0.0%
-29.8
1
0.0%
-29.3
1
0.0%
-28.6
1
0.0%
LARGEST VALUES
48.3
1
0.0%
44.4
1
0.0%
43.9
1
0.0%
42.2
1
0.0%
42.0
1
0.0%
41.9
1
0.0%
41.7
1
0.0%
41.5
1
0.0%
41.2
1
0.0%
40.3
1
0.0%
40.1
1
0.0%
39.6
1
0.0%
39.3
1
0.0%
39.2
1
0.0%
39.0
1
0.0%
WAA
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg
0.99
WAA_off
0.91
runs_above_avg_off
0.91
WAR
0.88
runs_above_rep
0.86
runs_bat
0.82
WAR_off
0.79
waa_win_perc
0.54
waa_win_perc_off
0.50
runs_defense
0.47
runs_field
0.44
WAA_def
0.37
WAR_def
0.37
runs_above_avg_def
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.08
stint_ID
0.03
pitcher
0.00
lg_ID
0.00
MOST FREQUENT VALUES
0.0
9,487
9.5%
-0.03
2,583
2.6%
-0.02
2,476
2.5%
-0.01
2,230
2.2%
-0.04
1,559
1.6%
-0.05
1,554
1.6%
-0.06
1,534
1.5%
-0.07
1,263
1.3%
0.01
1,246
1.3%
-0.08
1,198
1.2%
0.03
1,147
1.2%
-0.09
1,135
1.1%
0.02
1,119
1.1%
0.04
1,046
1.1%
0.05
1,021
1.0%
SMALLEST VALUES
-6.02
1
0.0%
-5.56
1
0.0%
-5.44
1
0.0%
-5.39
1
0.0%
-5.03
1
0.0%
-4.98
1
0.0%
-4.89
1
0.0%
-4.84
1
0.0%
-4.74
2
0.0%
-4.7
1
0.0%
-4.64
1
0.0%
-4.59
1
0.0%
-4.51
1
0.0%
-4.36
3
0.0%
-4.35
2
0.0%
LARGEST VALUES
11.54
1
0.0%
10.4
1
0.0%
10.22
1
0.0%
10.18
1
0.0%
10.01
1
0.0%
9.87
1
0.0%
9.86
1
0.0%
9.61
1
0.0%
9.4
1
0.0%
9.34
1
0.0%
9.29
2
0.0%
9.22
1
0.0%
9.2
1
0.0%
9.0
1
0.0%
8.98
1
0.0%
WAA_off
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_off
0.99
WAA
0.91
runs_above_avg
0.91
runs_bat
0.91
WAR_off
0.85
WAR
0.81
runs_above_rep
0.80
waa_win_perc_off
0.55
waa_win_perc
0.50
TOB_lg
0.30
PA
0.30
Inn
0.30
OPS_plus
0.29
runs_replacement
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.07
stint_ID
0.03
pitcher
0.01
lg_ID
0.00
MOST FREQUENT VALUES
0.0
9,593
9.6%
-0.03
2,690
2.7%
-0.02
2,550
2.6%
-0.01
2,296
2.3%
-0.06
1,648
1.7%
-0.05
1,617
1.6%
-0.04
1,603
1.6%
-0.07
1,332
1.3%
-0.08
1,302
1.3%
0.01
1,274
1.3%
-0.09
1,201
1.2%
0.02
1,186
1.2%
0.04
1,135
1.1%
0.03
1,117
1.1%
0.05
1,076
1.1%
SMALLEST VALUES
-5.22
1
0.0%
-4.93
1
0.0%
-4.76
1
0.0%
-4.4
1
0.0%
-4.37
2
0.0%
-4.35
1
0.0%
-4.34
1
0.0%
-4.32
1
0.0%
-4.04
1
0.0%
-3.98
1
0.0%
-3.96
1
0.0%
-3.94
1
0.0%
-3.93
1
0.0%
-3.91
2
0.0%
-3.89
1
0.0%
LARGEST VALUES
10.42
1
0.0%
9.9
1
0.0%
9.75
1
0.0%
9.72
1
0.0%
9.61
2
0.0%
9.54
1
0.0%
9.37
1
0.0%
9.28
1
0.0%
9.19
1
0.0%
8.82
1
0.0%
8.78
1
0.0%
8.73
1
0.0%
8.68
1
0.0%
8.57
2
0.0%
8.44
1
0.0%
WAA_def
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAR_def
1.00
runs_above_avg_def
0.99
runs_defense
0.83
runs_field
0.77
waa_win_perc_def
0.59
runs_position
0.59
WAA
0.37
runs_above_avg
0.36
runs_good_plays
0.35
WAR
0.30
runs_above_rep
0.29
runs_outfield
0.27
runs_catcher
0.25
runs_infield
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
stint_ID
0.02
pitcher
0.01
lg_ID
0.00
MOST FREQUENT VALUES
0.0
23,907
24.0%
-0.01
7,931
8.0%
0.01
4,887
4.9%
-0.02
3,535
3.6%
-0.03
2,308
2.3%
0.02
2,303
2.3%
-0.04
1,521
1.5%
0.03
1,296
1.3%
-0.05
1,102
1.1%
-0.06
918
0.9%
-0.09
863
0.9%
-0.08
863
0.9%
-0.07
853
0.9%
-0.1
818
0.8%
0.04
812
0.8%
SMALLEST VALUES
-5.21
1
0.0%
-3.9
1
0.0%
-3.54
1
0.0%
-3.42
1
0.0%
-3.41
1
0.0%
-3.36
2
0.0%
-3.33
1
0.0%
-3.23
2
0.0%
-3.21
1
0.0%
-3.16
1
0.0%
-3.15
3
0.0%
-3.13
1
0.0%
-3.1
1
0.0%
-3.06
1
0.0%
-3.05
3
0.0%
LARGEST VALUES
5.35
1
0.0%
5.06
1
0.0%
4.98
1
0.0%
4.89
1
0.0%
4.78
1
0.0%
4.62
1
0.0%
4.47
1
0.0%
4.39
1
0.0%
4.36
1
0.0%
4.31
1
0.0%
4.27
1
0.0%
4.22
1
0.0%
4.2
1
0.0%
4.18
1
0.0%
4.14
1
0.0%
WAR_def
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WAA_def
1.00
runs_above_avg_def
0.99
runs_defense
0.83
runs_field
0.77
waa_win_perc_def
0.59
runs_position
0.59
WAA
0.37
runs_above_avg
0.36
runs_good_plays
0.35
WAR
0.30
runs_above_rep
0.29
runs_outfield
0.27
runs_catcher
0.25
runs_infield
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.06
stint_ID
0.02
pitcher
0.01
lg_ID
0.00
MOST FREQUENT VALUES
0.0
23,907
24.0%
-0.01
7,931
8.0%
0.01
4,887
4.9%
-0.02
3,535
3.6%
-0.03
2,308
2.3%
0.02
2,303
2.3%
-0.04
1,521
1.5%
0.03
1,296
1.3%
-0.05
1,102
1.1%
-0.06
918
0.9%
-0.09
863
0.9%
-0.08
863
0.9%
-0.07
853
0.9%
-0.1
818
0.8%
0.04
812
0.8%
SMALLEST VALUES
-5.21
1
0.0%
-3.9
1
0.0%
-3.54
1
0.0%
-3.42
1
0.0%
-3.41
1
0.0%
-3.36
2
0.0%
-3.33
1
0.0%
-3.23
2
0.0%
-3.21
1
0.0%
-3.16
1
0.0%
-3.15
3
0.0%
-3.13
1
0.0%
-3.1
1
0.0%
-3.06
1
0.0%
-3.05
3
0.0%
LARGEST VALUES
5.35
1
0.0%
5.06
1
0.0%
4.98
1
0.0%
4.89
1
0.0%
4.78
1
0.0%
4.62
1
0.0%
4.47
1
0.0%
4.39
1
0.0%
4.36
1
0.0%
4.31
1
0.0%
4.27
1
0.0%
4.22
1
0.0%
4.2
1
0.0%
4.18
1
0.0%
4.14
1
0.0%
WAR_off
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_rep
0.95
WAR
0.95
WAA_off
0.85
runs_above_avg_off
0.85
runs_bat
0.82
runs_above_avg
0.80
WAA
0.79
PA
0.74
TOB_lg
0.74
Inn
0.74
WAR_rep
0.74
runs_replacement
0.74
TB_lg
0.73
G
0.68

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.34
team_ID
0.07
stint_ID
0.07
lg_ID
0.03
MOST FREQUENT VALUES
0.0
9,655
9.7%
-0.03
2,723
2.7%
-0.02
2,615
2.6%
-0.01
2,281
2.3%
-0.05
1,778
1.8%
-0.04
1,746
1.8%
-0.06
1,518
1.5%
0.01
1,420
1.4%
-0.07
1,349
1.4%
-0.08
1,325
1.3%
0.03
1,283
1.3%
0.02
1,254
1.3%
0.04
1,221
1.2%
-0.09
1,183
1.2%
0.05
1,170
1.2%
SMALLEST VALUES
-3.38
1
0.0%
-3.22
1
0.0%
-3.14
1
0.0%
-3.01
1
0.0%
-2.97
1
0.0%
-2.64
1
0.0%
-2.63
1
0.0%
-2.58
1
0.0%
-2.55
1
0.0%
-2.53
1
0.0%
-2.45
1
0.0%
-2.42
1
0.0%
-2.4
1
0.0%
-2.37
2
0.0%
-2.35
1
0.0%
LARGEST VALUES
12.4
1
0.0%
12.25
1
0.0%
12.17
1
0.0%
11.77
1
0.0%
11.76
1
0.0%
11.58
1
0.0%
11.49
1
0.0%
11.43
1
0.0%
11.29
1
0.0%
11.28
1
0.0%
11.26
1
0.0%
11.23
1
0.0%
11.01
1
0.0%
10.82
1
0.0%
10.77
1
0.0%
WAR_rep
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_replacement
1.00
Inn
0.99
PA
0.98
TOB_lg
0.98
TB_lg
0.98
G
0.94
WAR_off
0.74
waa_win_perc_rep
-0.73
runs_above_rep
0.72
WAR
0.71
OPS_plus
0.45
runs_bat
0.34
runs_position_p
-0.29
runs_above_avg
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.60
stint_ID
0.09
team_ID
0.08
lg_ID
0.05
MOST FREQUENT VALUES
0.0
36,635
36.8%
0.01
3,589
3.6%
0.02
1,979
2.0%
0.03
1,597
1.6%
0.04
1,325
1.3%
0.05
1,145
1.2%
0.06
955
1.0%
0.07
872
0.9%
0.08
775
0.8%
0.09
736
0.7%
0.11
643
0.6%
0.1
627
0.6%
0.12
605
0.6%
0.13
574
0.6%
0.14
541
0.5%
SMALLEST VALUES
-0.01
24
0.0%
0.0
36,635
36.8%
0.01
3,589
3.6%
0.02
1,979
2.0%
0.03
1,597
1.6%
0.04
1,325
1.3%
0.05
1,145
1.2%
0.06
955
1.0%
0.07
872
0.9%
0.08
775
0.8%
0.09
736
0.7%
0.1
627
0.6%
0.11
643
0.6%
0.12
605
0.6%
0.13
574
0.6%
LARGEST VALUES
2.77
1
0.0%
2.76
1
0.0%
2.75
3
0.0%
2.74
1
0.0%
2.72
6
0.0%
2.71
3
0.0%
2.7
5
0.0%
2.69
3
0.0%
2.68
4
0.0%
2.67
3
0.0%
2.66
2
0.0%
2.65
6
0.0%
2.64
10
0.0%
2.63
20
0.0%
2.62
10
0.0%
salary
MISSING:
66,731
(62%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
year_ID
0.35
age
0.27
mlb_ID
0.24
Inn
0.18
TB_lg
0.15
PA
0.14
WAR_off
0.13
runs_replacement
0.13
TOB_lg
0.13
waa_win_perc_rep
-0.13
runs_bat
0.12
runs_above_rep
0.12
WAR_rep
0.12
WAR
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.20
stint_ID
0.06
lg_ID
0.05
pitcher
0.00
MOST FREQUENT VALUES
109000.0
623
1.5%
200000.0
526
1.3%
6000.0
477
1.2%
400000.0
476
1.2%
5000.0
458
1.1%
3000.0
450
1.1%
100000.0
427
1.1%
10000.0
425
1.0%
500000.0
425
1.0%
1000000.0
404
1.0%
300000.0
351
0.9%
150000.0
326
0.8%
2000000.0
312
0.8%
7500.0
304
0.7%
4000.0
300
0.7%
SMALLEST VALUES
0.0
1
0.0%
1.0
2
0.0%
216.0
1
0.0%
300.0
3
0.0%
350.0
2
0.0%
360.0
1
0.0%
400.0
2
0.0%
450.0
3
0.0%
480.0
1
0.0%
500.0
3
0.0%
540.0
1
0.0%
600.0
12
0.0%
700.0
4
0.0%
750.0
5
0.0%
800.0
5
0.0%
LARGEST VALUES
38333333.0
1
0.0%
37505562.0
1
0.0%
36833333.0
1
0.0%
35571429.0
2
0.0%
34571429.0
1
0.0%
34500000.0
1
0.0%
34083000.0
1
0.0%
34000000.0
3
0.0%
33000000.0
2
0.0%
32571429.0
1
0.0%
32000000.0
1
0.0%
31000000.0
2
0.0%
30000000.0
6
0.0%
29000000.0
2
0.0%
28166667.0
2
0.0%
pitcher
MISSING:
---
TOP CATEGORIES
WAR
(avg)
N
60,989
57%
0.861
Y
46,368
43%
-0.009
ALL
107,357
100%
0.524
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pitcher
PROVIDES INFORMATION ON...
lg_ID
0.00
team_ID
0.00
stint_ID
0.00

THESE FEATURES GIVE INFORMATION
ON pitcher:
team_ID
0.01
lg_ID
0.01
stint_ID
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
CORRELATION RATIO WITH...
runs_replacement
0.60
WAR_rep
0.60
PA
0.57
TOB_lg
0.57
TB_lg
0.57
G
0.55
OPS_plus
0.48
runs_position_p
0.45
Inn
0.38
WAR_off
0.34
pyth_exponent
0.32
runs_above_rep
0.32
pyth_exponent_rep
0.32
waa_win_perc_def
0.32
teamRpG
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pyth_exponent
0.99
oppRpG
0.97
oppRpG_rep
0.96
pyth_exponent_rep
0.96
oppRpPA_rep
0.92
year_ID
-0.23
waa_win_perc_off
0.20
OPS_plus
0.20
waa_win_perc
0.17
WAA_off
0.14
runs_above_avg_off
0.14
WAR_off
0.13
runs_above_rep
0.13
runs_above_avg
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.39
lg_ID
0.38
pitcher
0.29
stint_ID
0.03
MOST FREQUENT VALUES
4.32337
186
0.2%
4.95606
174
0.2%
4.22222
165
0.2%
4.5001
164
0.2%
4.72014
163
0.2%
4.57865
162
0.2%
4.303999999999999
161
0.2%
4.6954
158
0.2%
4.50306
153
0.2%
4.661230000000001
151
0.2%
4.28947
147
0.1%
4.15524
144
0.1%
4.13265
138
0.1%
4.778519999999999
138
0.1%
4.55336
138
0.1%
SMALLEST VALUES
2.68514
1
0.0%
2.70509
1
0.0%
2.7213700000000003
1
0.0%
2.74795
1
0.0%
2.78625
1
0.0%
2.78823
1
0.0%
2.80166
1
0.0%
2.82004
1
0.0%
2.82822
1
0.0%
2.83461
1
0.0%
2.83823
1
0.0%
2.8451299999999997
1
0.0%
2.861
1
0.0%
2.87125
1
0.0%
2.8811299999999997
1
0.0%
LARGEST VALUES
11.5373
1
0.0%
11.31913
1
0.0%
11.12124
1
0.0%
11.07975
1
0.0%
11.07602
1
0.0%
11.04645
1
0.0%
10.85752
1
0.0%
10.83871
1
0.0%
10.769860000000001
1
0.0%
10.75779
1
0.0%
10.75192
1
0.0%
10.74659
1
0.0%
10.70908
1
0.0%
10.7072
1
0.0%
10.68631
1
0.0%
oppRpG
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
oppRpG_rep
1.00
pyth_exponent_rep
0.99
pyth_exponent
0.98
teamRpG
0.97
oppRpPA_rep
0.95
year_ID
-0.23
waa_win_perc
-0.06
waa_win_perc_off
-0.05
TB_lg
0.04
OPS_plus
0.04
waa_win_perc_def
-0.04
G
-0.04
TOB_lg
0.04
age
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lg_ID
0.53
team_ID
0.52
pitcher
0.04
stint_ID
0.01
MOST FREQUENT VALUES
4.32337
1,326
1.2%
4.55336
1,018
0.9%
4.73359
1,010
0.9%
4.95606
803
0.7%
4.57865
775
0.7%
4.6954
772
0.7%
4.72014
764
0.7%
4.28947
753
0.7%
4.778519999999999
750
0.7%
4.5001
749
0.7%
4.22222
745
0.7%
4.13265
744
0.7%
4.15524
744
0.7%
4.50898
744
0.7%
4.641859999999999
743
0.7%
SMALLEST VALUES
3.32215
233
0.2%
3.40823
366
0.3%
3.4085
349
0.3%
3.42625
279
0.3%
3.4351300000000005
237
0.2%
3.4542300000000004
221
0.2%
3.46795
453
0.4%
3.4682199999999996
275
0.3%
3.51395
262
0.2%
3.5594099999999997
190
0.2%
3.5871199999999996
255
0.2%
3.5986800000000003
254
0.2%
3.6013699999999997
251
0.2%
3.6150900000000004
228
0.2%
3.6250400000000003
269
0.3%
LARGEST VALUES
10.36538
115
0.1%
9.098930000000001
156
0.1%
8.8006
125
0.1%
7.61539
295
0.3%
7.317880000000001
123
0.1%
7.010680000000001
148
0.1%
6.85762
170
0.2%
6.78983
305
0.3%
6.66017
286
0.3%
6.22089
295
0.3%
6.17974
173
0.2%
6.14342
163
0.2%
6.09581
280
0.3%
6.00139
225
0.2%
5.93468
169
0.2%
oppRpPA_rep
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
oppRpG_rep
0.95
oppRpG
0.95
pyth_exponent_rep
0.94
pyth_exponent
0.93
teamRpG
0.92
year_ID
-0.31
waa_win_perc
-0.07
waa_win_perc_off
-0.06
waa_win_perc_def
-0.05
age
-0.05
waa_win_perc_rep
0.05
TB_lg
0.04
OPS_plus
0.04
TOB_lg
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lg_ID
0.66
team_ID
0.58
pitcher
0.05
stint_ID
0.02
MOST FREQUENT VALUES
0.08422
1,262
1.2%
0.07042000000000001
956
0.9%
0.07575
944
0.9%
0.07037
923
0.9%
0.06581000000000001
887
0.8%
0.09007000000000001
803
0.7%
0.08136
775
0.7%
0.08396
772
0.7%
0.08805
764
0.7%
0.07868
758
0.7%
0.07895
753
0.7%
0.08882000000000001
750
0.7%
0.08241
749
0.7%
0.07612999999999999
745
0.7%
0.07082999999999999
744
0.7%
SMALLEST VALUES
0.05508
453
0.4%
0.0558
349
0.3%
0.055810000000000005
251
0.2%
0.056029999999999996
366
0.3%
0.05615
237
0.2%
0.056260000000000004
233
0.2%
0.05633
275
0.3%
0.056510000000000005
254
0.2%
0.057120000000000004
285
0.3%
0.058210000000000005
290
0.3%
0.05842000000000001
273
0.3%
0.05849
221
0.2%
0.05905
190
0.2%
0.06014
279
0.3%
0.061579999999999996
226
0.2%
LARGEST VALUES
0.22078000000000003
115
0.1%
0.19447
156
0.1%
0.18628
125
0.1%
0.15575
123
0.1%
0.14785
334
0.3%
0.14737999999999998
170
0.2%
0.14514000000000002
148
0.1%
0.14461
295
0.3%
0.13267
173
0.2%
0.12930999999999998
305
0.3%
0.12859
186
0.2%
0.12822999999999998
149
0.1%
0.12604
286
0.3%
0.12433
225
0.2%
0.12232
218
0.2%
oppRpG_rep
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
oppRpG
1.00
pyth_exponent_rep
0.99
pyth_exponent
0.98
teamRpG
0.96
oppRpPA_rep
0.95
year_ID
-0.24
waa_win_perc_rep
0.09
Inn
-0.08
G
-0.08
waa_win_perc
-0.06
waa_win_perc_off
-0.06
WAR_rep
-0.05
waa_win_perc_def
-0.04
age
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.40
lg_ID
0.39
pitcher
0.28
stint_ID
0.02
MOST FREQUENT VALUES
5.44752
334
0.3%
4.32337
189
0.2%
4.95606
175
0.2%
4.57865
165
0.2%
4.72014
165
0.2%
4.22222
164
0.2%
4.5001
164
0.2%
4.303999999999999
161
0.2%
4.6954
157
0.2%
4.50306
153
0.2%
4.661230000000001
149
0.1%
4.28947
145
0.1%
4.15524
145
0.1%
4.13265
143
0.1%
4.55336
141
0.1%
SMALLEST VALUES
3.18975
35
0.0%
3.19
1
0.0%
3.19004
1
0.0%
3.1901200000000003
1
0.0%
3.19015
1
0.0%
3.1909099999999997
1
0.0%
3.19109
1
0.0%
3.19113
1
0.0%
3.19121
1
0.0%
3.1916900000000004
1
0.0%
3.1919
1
0.0%
3.19215
1
0.0%
3.19279
1
0.0%
3.19296
1
0.0%
3.19303
1
0.0%
LARGEST VALUES
10.33121
1
0.0%
10.26287
2
0.0%
10.23553
1
0.0%
10.232489999999999
1
0.0%
10.2287
10
0.0%
10.2268
1
0.0%
10.22585
2
0.0%
10.222480000000001
1
0.0%
10.22229
1
0.0%
10.221860000000001
1
0.0%
10.22015
1
0.0%
10.2164
1
0.0%
10.21338
1
0.0%
10.21251
1
0.0%
10.21224
1
0.0%
pyth_exponent
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pyth_exponent_rep
0.99
teamRpG
0.99
oppRpG
0.98
oppRpG_rep
0.98
oppRpPA_rep
0.93
year_ID
-0.21
OPS_plus
0.12
TB_lg
0.09
waa_win_perc_off
0.08
TOB_lg
0.08
WAA_off
0.08
runs_above_rep
0.07
WAR_off
0.07
runs_above_avg_off
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
pitcher
0.32
lg_ID
0.31
stint_ID
0.03
MOST FREQUENT VALUES
1.871
1,174
1.2%
1.868
906
0.9%
1.886
894
0.9%
1.8719999999999999
890
0.9%
1.8769999999999998
877
0.9%
1.8869999999999998
854
0.9%
1.893
840
0.8%
1.896
839
0.8%
1.87
808
0.8%
1.889
808
0.8%
1.88
798
0.8%
1.885
791
0.8%
1.883
786
0.8%
1.89
783
0.8%
1.8630000000000002
780
0.8%
SMALLEST VALUES
1.682
1
0.0%
1.683
2
0.0%
1.6840000000000002
1
0.0%
1.686
1
0.0%
1.6880000000000002
2
0.0%
1.689
2
0.0%
1.69
3
0.0%
1.6909999999999998
3
0.0%
1.692
2
0.0%
1.693
3
0.0%
1.694
2
0.0%
1.695
3
0.0%
1.696
3
0.0%
1.6969999999999998
6
0.0%
1.6980000000000002
1
0.0%
LARGEST VALUES
2.41
1
0.0%
2.403
1
0.0%
2.397
1
0.0%
2.396
2
0.0%
2.395
1
0.0%
2.3890000000000002
1
0.0%
2.388
1
0.0%
2.386
1
0.0%
2.385
3
0.0%
2.384
2
0.0%
2.383
3
0.0%
2.3819999999999997
2
0.0%
2.381
2
0.0%
2.38
3
0.0%
2.379
2
0.0%
pyth_exponent_rep
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
oppRpG_rep
0.99
oppRpG
0.99
pyth_exponent
0.99
teamRpG
0.96
oppRpPA_rep
0.94
year_ID
-0.21
waa_win_perc_rep
0.06
waa_win_perc
-0.06
waa_win_perc_off
-0.05
G
-0.05
waa_win_perc_def
-0.04
Inn
-0.03
TB_lg
0.03
age
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
pitcher
0.32
lg_ID
0.31
stint_ID
0.03
MOST FREQUENT VALUES
1.871
1,130
1.1%
1.886
995
1.0%
1.864
963
1.0%
1.889
963
1.0%
1.883
914
0.9%
1.8619999999999999
910
0.9%
1.8630000000000002
906
0.9%
1.868
901
0.9%
1.88
894
0.9%
1.89
889
0.9%
1.87
875
0.9%
1.896
869
0.9%
1.8719999999999999
855
0.9%
1.8119999999999998
837
0.8%
1.879
835
0.8%
SMALLEST VALUES
1.706
71
0.1%
1.7069999999999999
26
0.0%
1.7080000000000002
19
0.0%
1.709
27
0.0%
1.71
25
0.0%
1.7109999999999999
26
0.0%
1.712
13
0.0%
1.713
13
0.0%
1.714
6
0.0%
1.716
7
0.0%
1.7180000000000002
93
0.1%
1.719
62
0.1%
1.72
61
0.1%
1.7209999999999999
134
0.1%
1.722
151
0.2%
LARGEST VALUES
2.372
1
0.0%
2.369
2
0.0%
2.3680000000000003
32
0.0%
2.367
80
0.1%
2.282
13
0.0%
2.281
68
0.1%
2.28
75
0.1%
2.261
2
0.0%
2.26
25
0.0%
2.259
49
0.0%
2.258
49
0.0%
2.173
5
0.0%
2.1719999999999997
4
0.0%
2.171
5
0.0%
2.17
11
0.0%
waa_win_perc
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
waa_win_perc_off
0.91
runs_above_avg
0.54
WAA
0.54
OPS_plus
0.54
WAR
0.51
runs_above_rep
0.51
WAA_off
0.50
runs_above_avg_off
0.50
WAR_off
0.47
waa_win_perc_def
0.46
runs_bat
0.43
runs_defense
0.26
G
0.25
runs_field
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
lg_ID
0.30
pitcher
0.30
stint_ID
0.03
MOST FREQUENT VALUES
0.5
8,591
8.6%
0.4998
479
0.5%
0.4996
445
0.4%
0.4995
432
0.4%
0.4997
412
0.4%
0.499
379
0.4%
0.4994
374
0.4%
0.4989
369
0.4%
0.4987
355
0.4%
0.4991
352
0.4%
0.498
347
0.3%
0.4983
339
0.3%
0.4988
337
0.3%
0.4984
330
0.3%
0.4992
326
0.3%
SMALLEST VALUES
0.23800000000000002
1
0.0%
0.2655
1
0.0%
0.2664
1
0.0%
0.2713
1
0.0%
0.2761
1
0.0%
0.2797
1
0.0%
0.2817
1
0.0%
0.2824
1
0.0%
0.2848
1
0.0%
0.2909
1
0.0%
0.29100000000000004
1
0.0%
0.2923
1
0.0%
0.2925
1
0.0%
0.2941
1
0.0%
0.2953
1
0.0%
LARGEST VALUES
0.7937
1
0.0%
0.7383
1
0.0%
0.6975
1
0.0%
0.6923
1
0.0%
0.6918
1
0.0%
0.6871
1
0.0%
0.6709999999999999
1
0.0%
0.6706
1
0.0%
0.6677
1
0.0%
0.6656
1
0.0%
0.6635
1
0.0%
0.662
1
0.0%
0.6589
1
0.0%
0.6572
1
0.0%
0.6565
2
0.0%
waa_win_perc_off
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
waa_win_perc
0.91
OPS_plus
0.60
WAA_off
0.55
runs_above_avg_off
0.55
runs_above_avg
0.50
WAR_off
0.50
WAA
0.50
runs_bat
0.48
WAR
0.47
runs_above_rep
0.47
G
0.24
PA
0.24
TOB_lg
0.23
Inn
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
pitcher
0.30
lg_ID
0.30
stint_ID
0.03
MOST FREQUENT VALUES
0.5
8,635
8.7%
0.4998
505
0.5%
0.4995
452
0.5%
0.4996
432
0.4%
0.4997
423
0.4%
0.499
402
0.4%
0.4988
379
0.4%
0.4989
376
0.4%
0.4994
374
0.4%
0.498
372
0.4%
0.4979
362
0.4%
0.4987
362
0.4%
0.4993
362
0.4%
0.4991
361
0.4%
0.4984
353
0.4%
SMALLEST VALUES
0.3252
1
0.0%
0.3346
1
0.0%
0.3355
1
0.0%
0.3436
1
0.0%
0.3596
1
0.0%
0.3608
1
0.0%
0.364
1
0.0%
0.3657
1
0.0%
0.3666
1
0.0%
0.3672
1
0.0%
0.3675
1
0.0%
0.3693
1
0.0%
0.3698
1
0.0%
0.3703
1
0.0%
0.371
1
0.0%
LARGEST VALUES
0.7937
1
0.0%
0.7383
1
0.0%
0.6918
1
0.0%
0.6871
2
0.0%
0.6709999999999999
1
0.0%
0.6706
1
0.0%
0.6677
1
0.0%
0.6656
1
0.0%
0.6635
1
0.0%
0.6609999999999999
1
0.0%
0.6589
1
0.0%
0.6572
1
0.0%
0.6565
1
0.0%
0.6555
1
0.0%
0.6541
1
0.0%
waa_win_perc_def
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
runs_above_avg_def
0.59
WAA_def
0.59
WAR_def
0.59
runs_defense
0.53
runs_field
0.49
waa_win_perc
0.46
runs_position
0.31
runs_good_plays
0.24
WAA
0.24
runs_above_avg
0.24
runs_catcher
0.21
WAR
0.21
runs_above_rep
0.20
runs_outfield
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.36
pitcher
0.32
lg_ID
0.30
stint_ID
0.03
MOST FREQUENT VALUES
0.5
28,207
28.3%
0.5001
4,014
4.0%
0.5004
2,076
2.1%
0.5005
1,928
1.9%
0.5003
1,776
1.8%
0.5002
1,258
1.3%
0.4999
907
0.9%
0.5006
725
0.7%
0.501
501
0.5%
0.4998
465
0.5%
0.4997
441
0.4%
0.5007
413
0.4%
0.5011
401
0.4%
0.4993
386
0.4%
0.4969
384
0.4%
SMALLEST VALUES
0.2736
1
0.0%
0.2825
1
0.0%
0.2828
1
0.0%
0.2884
1
0.0%
0.3351
2
0.0%
0.3355
2
0.0%
0.3374
1
0.0%
0.3403
1
0.0%
0.3435
1
0.0%
0.34600000000000003
1
0.0%
0.3512
1
0.0%
0.3528
1
0.0%
0.3639
1
0.0%
0.3683
1
0.0%
0.3684
1
0.0%
LARGEST VALUES
0.6431
1
0.0%
0.6339
1
0.0%
0.6205
1
0.0%
0.618
1
0.0%
0.6122
1
0.0%
0.6117
1
0.0%
0.6113
1
0.0%
0.61
1
0.0%
0.6077
2
0.0%
0.6072
1
0.0%
0.6062
2
0.0%
0.6043
1
0.0%
0.601
1
0.0%
0.599
1
0.0%
0.594
1
0.0%
waa_win_perc_rep
MISSING:
7,799
(7%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Inn
-0.77
WAR_rep
-0.73
runs_replacement
-0.73
PA
-0.73
TOB_lg
-0.72
TB_lg
-0.72
G
-0.64
WAR_off
-0.50
runs_above_rep
-0.47
WAR
-0.47
OPS_plus
-0.45
year_ID
0.20
runs_bat
-0.15
runs_above_avg_off
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_ID
0.37
lg_ID
0.31
pitcher
0.30
stint_ID
0.03
MOST FREQUENT VALUES
0.5
9,116
9.2%
0.4865
1,026
1.0%
0.4999
901
0.9%
0.4862
856
0.9%
0.4926
829
0.8%
0.4864
820
0.8%
0.488
770
0.8%
0.4915
769
0.8%
0.4925
750
0.8%
0.4921
747
0.8%
0.4871
747
0.8%
0.48700000000000004
724
0.7%
0.4867
721
0.7%
0.4923
718
0.7%
0.4869
714
0.7%
SMALLEST VALUES
0.4802
30
0.0%
0.4803
31
0.0%
0.4804
4
0.0%
0.4805
62
0.1%
0.4806
5
0.0%
0.4807
25
0.0%
0.4808
15
0.0%
0.4809
6
0.0%
0.48100000000000004
14
0.0%
0.4811
35
0.0%
0.4812
43
0.0%
0.4813
66
0.1%
0.4814
80
0.1%
0.4815
31
0.0%
0.4816
79
0.1%
LARGEST VALUES
0.5
9,116
9.2%
0.4999
901
0.9%
0.4998
701
0.7%
0.4997
553
0.6%
0.4996
534
0.5%
0.4995
541
0.5%
0.4994
469
0.5%
0.4993
477
0.5%
0.4992
412
0.4%
0.4991
416
0.4%
0.499
379
0.4%
0.4989
380
0.4%
0.4988
387
0.4%
0.4987
346
0.3%
0.4986
266
0.3%
OPS_plus
MISSING:
16,836
(16%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
waa_win_perc_off
0.60
waa_win_perc
0.54
waa_win_perc_rep
-0.45
PA
0.45
runs_replacement
0.45
WAR_rep
0.45
TOB_lg
0.44
Inn
0.44
WAR_off
0.44
TB_lg
0.44
G
0.42
runs_above_rep
0.41
WAR
0.41
runs_bat
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.48
team_ID
0.09
lg_ID
0.05
stint_ID
0.01
MOST FREQUENT VALUES
-100.0
9,760
10.8%
45.9854
12
0.0%
50.6024
9
0.0%
1.2146
9
0.0%
47.2754
8
0.0%
53.1394
8
0.0%
51.9757
8
0.0%
48.368
7
0.0%
-2.7237
7
0.0%
-41.7249
6
0.0%
48.5884
6
0.0%
-1.7682
6
0.0%
-0.892
6
0.0%
-1.9608
6
0.0%
-38.8753
6
0.0%
SMALLEST VALUES
-100.0
9,760
10.8%
-92.774
1
0.0%
-91.0137
1
0.0%
-90.7089
1
0.0%
-90.708
1
0.0%
-90.6006
1
0.0%
-89.7886
1
0.0%
-89.7709
1
0.0%
-89.5251
1
0.0%
-89.5059
1
0.0%
-89.339
1
0.0%
-89.2681
1
0.0%
-88.8951
1
0.0%
-88.8293
1
0.0%
-88.557
1
0.0%
LARGEST VALUES
1250.0474
1
0.0%
1248.4151
1
0.0%
1201.4576
1
0.0%
1187.6789999999999
1
0.0%
1169.7274
1
0.0%
1168.2984
1
0.0%
1148.6568
1
0.0%
1101.4264
1
0.0%
1098.1083
1
0.0%
1070.9348
1
0.0%
1006.5143
1
0.0%
961.5271
1
0.0%
955.1948
1
0.0%
914.7133
1
0.0%
873.2264
1
0.0%
TOB_lg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PA
1.00
TB_lg
1.00
Inn
0.99
runs_replacement
0.98
WAR_rep
0.98
G
0.95
WAR_off
0.74
runs_above_rep
0.73
waa_win_perc_rep
-0.72
WAR
0.71
OPS_plus
0.44
runs_bat
0.32
runs_above_avg
0.30
WAA_off
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.57
stint_ID
0.10
team_ID
0.09
lg_ID
0.05
MOST FREQUENT VALUES
0.0
16,612
15.5%
0.336
193
0.2%
0.34
155
0.1%
0.32799999999999996
143
0.1%
0.332
143
0.1%
0.324
133
0.1%
0.34299999999999997
122
0.1%
0.33399999999999996
119
0.1%
0.33899999999999997
117
0.1%
0.33299999999999996
115
0.1%
0.33
112
0.1%
0.325
112
0.1%
0.33799999999999997
108
0.1%
0.342
107
0.1%
0.344
102
0.1%
SMALLEST VALUES
0.0
16,612
15.5%
0.254
1
0.0%
0.261
1
0.0%
0.271
1
0.0%
0.275
1
0.0%
0.284
1
0.0%
0.293
1
0.0%
0.294
3
0.0%
0.297
1
0.0%
0.298
1
0.0%
0.299
1
0.0%
0.3
2
0.0%
0.301
5
0.0%
0.302
5
0.0%
0.303
1
0.0%
LARGEST VALUES
278.3
1
0.0%
277.56
1
0.0%
277.488
1
0.0%
276.545
1
0.0%
274.67400000000004
1
0.0%
274.19
1
0.0%
272.728
1
0.0%
272.49
1
0.0%
271.952
1
0.0%
271.507
1
0.0%
270.54200000000003
1
0.0%
270.355
1
0.0%
270.343
1
0.0%
269.111
1
0.0%
268.762
1
0.0%
TB_lg
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TOB_lg
1.00
PA
0.99
Inn
0.99
runs_replacement
0.98
WAR_rep
0.98
G
0.95
WAR_off
0.73
waa_win_perc_rep
-0.72
runs_above_rep
0.71
WAR
0.70
OPS_plus
0.44
runs_bat
0.29
runs_above_avg
0.28
WAA
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pitcher
0.57
stint_ID
0.10
team_ID
0.07
lg_ID
0.04
MOST FREQUENT VALUES
0.0
16,836
15.7%
0.40399999999999997
95
0.1%
0.424
90
0.1%
0.43
90
0.1%
0.41600000000000004
82
0.1%
0.418
78
0.1%
0.42
74
0.1%
0.419
72
0.1%
0.406
72
0.1%
0.42700000000000005
71
0.1%
0.41200000000000003
65
0.1%
0.428
61
0.1%
0.426
60
0.1%
0.401
60
0.1%
0.433
60
0.1%
SMALLEST VALUES
0.0
16,836
15.7%
0.303
1
0.0%
0.306
1
0.0%
0.309
1
0.0%
0.31
2
0.0%
0.311
2
0.0%
0.312
1
0.0%
0.313
2
0.0%
0.314
2
0.0%
0.315
2
0.0%
0.316
1
0.0%
0.317
3
0.0%
0.318
2
0.0%
0.32
8
0.0%
0.321
3
0.0%
LARGEST VALUES
338.583
1
0.0%
320.422
1
0.0%
317.618
1
0.0%
314.33799999999997
1
0.0%
313.082
1
0.0%
311.221
1
0.0%
309.948
1
0.0%
309.226
1
0.0%
305.182
1
0.0%
303.83299999999997
1
0.0%
303.051
1
0.0%
301.78
1
0.0%
301.73400000000004
1
0.0%
301.714
1
0.0%
301.002
1
0.0%